Kalyanmoy Deb

Orcid: 0000-0001-7402-9939

Affiliations:
  • Michigan State University, East Lansing, MI, USA


According to our database1, Kalyanmoy Deb authored at least 565 papers between 1989 and 2024.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of two.

Awards

ACM Fellow

ACM Fellow 2022, "For technical contributions in evolutionary multi-objective optimization algorithms and multi-criterion decision support".

IEEE Fellow

IEEE Fellow 2012, "For contributions to evolutionary multi-criterion optimization techniques".

Timeline

Legend:

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Links

Online presence:

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Bibliography

2024
Neural Architecture Search as Multiobjective Optimization Benchmarks: Problem Formulation and Performance Assessment.
IEEE Trans. Evol. Comput., April, 2024

Improved Evolutionary Operators for Sparse Large-Scale Multiobjective Optimization Problems.
IEEE Trans. Evol. Comput., April, 2024

Analysis and Optimization of Gait Cycle of 25-DOF NAO Robot Using Particle Swarm Optimization and Genetic Algorithms.
Int. J. Humanoid Robotics, April, 2024

An Interactive Knowledge-Based Multiobjective Evolutionary Algorithm Framework for Practical Optimization Problems.
IEEE Trans. Evol. Comput., February, 2024

Identifying Pareto Fronts Reliably Using a Multistage Reference-Vector-Based Framework.
IEEE Trans. Evol. Comput., February, 2024

Toward Interpretable-AI Policies Using Evolutionary Nonlinear Decision Trees for Discrete-Action Systems.
IEEE Trans. Cybern., January, 2024

2023
Interpretable self-organizing map assisted interactive multi-criteria decision-making following Pareto-Race.
Appl. Soft Comput., December, 2023

A general framework for enhancing relaxed Pareto dominance methods in evolutionary many-objective optimization.
Nat. Comput., June, 2023

Pure and mixed lexicographic-paretian many-objective optimization: state of the art.
Nat. Comput., June, 2023

A Localized High-Fidelity-Dominance-Based Many-Objective Evolutionary Algorithm.
IEEE Trans. Evol. Comput., 2023

Minimizing Expected Deviation in Upper Level Outcomes Due to Lower Level Decision Making in Hierarchical Multiobjective Problems.
IEEE Trans. Evol. Comput., 2023

Visualization and analysis of Pareto-optimal fronts using interpretable self-organizing map (iSOM).
Swarm Evol. Comput., 2023

Visualization-aided multi-criteria decision-making using interpretable self-organizing maps.
Eur. J. Oper. Res., 2023

GNBG: A Generalized and Configurable Benchmark Generator for Continuous Numerical Optimization.
CoRR, 2023

GNBG-Generated Test Suite for Box-Constrained Numerical Global Optimization.
CoRR, 2023

On the Choice of Unique Identifiers for Predicting Pareto-Optimal Solutions Using Machine Learning.
Proceedings of the IEEE Symposium Series on Computational Intelligence, 2023


Multi-objective Robust Optimization and Decision-Making Using Evolutionary Algorithms.
Proceedings of the Genetic and Evolutionary Computation Conference, 2023

Optimizing Keyboard Configuration Using Single and Multi-Objective Evolutionary Algorithms.
Proceedings of the Companion Proceedings of the Conference on Genetic and Evolutionary Computation, 2023

MOAZ: A Multi-Objective AutoML-Zero Framework.
Proceedings of the Genetic and Evolutionary Computation Conference, 2023

Eliminating Non-dominated Sorting from NSGA-III.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2023

RegEMO: Sacrificing Pareto-Optimality for Regularity in Multi-objective Problem-Solving.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2023

IK-EMOViz: An Interactive Knowledge-Based Evolutionary Multi-objective Optimization Framework.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2023

Learning to Predict Pareto-Optimal Solutions from Pseudo-weights.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2023

Investigating Innovized Progress Operators with Different Machine Learning Methods.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2023

Revisiting Residual Networks for Adversarial Robustness.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023

Finding Robust Solutions for Many-Objective Optimization Using NSGA-III.
Proceedings of the IEEE Congress on Evolutionary Computation, 2023

Utilizing Innovization to Solve Large-Scale Multi-Objective Chesapeake Bay Watershed Problem.
Proceedings of the IEEE Congress on Evolutionary Computation, 2023

2022
A Learning-based <i>Innovized</i> Progress Operator for Faster Convergence in Evolutionary Multi-objective Optimization.
ACM Trans. Evol. Learn. Optim., 2022

Enhanced Innovized Progress Operator for Evolutionary Multi- and Many-Objective Optimization.
IEEE Trans. Evol. Comput., 2022

Analyzing Dominance Move (MIP-DoM) Indicator for Multiobjective and Many-Objective Optimization.
IEEE Trans. Evol. Comput., 2022

Benefits of sparse population sampling in multi-objective evolutionary computing for large-Scale sparse optimization problems.
Swarm Evol. Comput., 2022

Approximations for Pareto and Proper Pareto solutions and their KKT conditions.
Math. Methods Oper. Res., 2022

Handling constrained multi-objective optimization problems with heterogeneous evaluation times: proof-of-principle results.
Memetic Comput., 2022

A speciation-based bilevel niching method for multimodal truss design problems.
J. Comb. Optim., 2022

A customized genetic algorithm for bi-objective routing in a dynamic network.
Eur. J. Oper. Res., 2022

Revisiting Residual Networks for Adversarial Robustness: An Architectural Perspective.
CoRR, 2022

A Survey on Evaluation Metrics for Synthetic Material Micro-Structure Images from Generative Models.
CoRR, 2022

An Interactive Knowledge-based Multi-objective Evolutionary Algorithm Framework for Practical Optimization Problems.
CoRR, 2022

Optimal Design of Electric Machine with Efficient Handling of Constraints and Surrogate Assistance.
CoRR, 2022

Variable Functioning and Its Application to Large Scale Steel Frame Design Optimization.
CoRR, 2022

pysamoo: Surrogate-Assisted Multi-Objective Optimization in Python.
CoRR, 2022

GPSAF: A Generalized Probabilistic Surrogate-Assisted Framework for Constrained Single- and Multi-objective Optimization.
CoRR, 2022

Image-based benchmarking and visualization for large-scale global optimization.
Appl. Intell., 2022

Visualization-aided Multi-criterion Decision-making Using Reference Direction Based Pareto Race.
Proceedings of the IEEE Symposium Series on Computational Intelligence, 2022

A computationally fast but approximate MIP-DoM calculation for multi-objective optimization.
Proceedings of the GECCO '22: Genetic and Evolutionary Computation Conference, Companion Volume, Boston, Massachusetts, USA, July 9, 2022

Large-scale Multi-objective Optimization for Water Quality in Chesapeake Bay Watershed.
Proceedings of the IEEE Congress on Evolutionary Computation, 2022

Parameter Tuning and Control: A Case Study on Differential Evolution With Polynomial Mutation.
Proceedings of the IEEE Congress on Evolutionary Computation, 2022

2021
Multimodal Optimization by Evolution Strategies with Repelling Subpopulations.
Proceedings of the Metaheuristics for Finding Multiple Solutions, 2021

Multiobjective Evolutionary Design of Deep Convolutional Neural Networks for Image Classification.
IEEE Trans. Evol. Comput., 2021

Solving Mixed Pareto-Lexicographic Multiobjective Optimization Problems: The Case of Priority Levels.
IEEE Trans. Evol. Comput., 2021

Generating Well-Spaced Points on a Unit Simplex for Evolutionary Many-Objective Optimization.
IEEE Trans. Evol. Comput., 2021

Interpretable Rule Discovery Through Bilevel Optimization of Split-Rules of Nonlinear Decision Trees for Classification Problems.
IEEE Trans. Cybern., 2021

A new gradient free local search mechanism for constrained multi-objective optimization problems.
Swarm Evol. Comput., 2021

Evolutionary Multi-Objective Optimization Algorithm for Community Detection in Complex Social Networks.
SN Comput. Sci., 2021

Neural Architecture Transfer.
IEEE Trans. Pattern Anal. Mach. Intell., 2021

An improved visual analytics framework for high-dimensional pareto-optimal front: a case for multi-objective portfolio optimization.
J. Bank. Financial Technol., 2021

A non-dominated sorting based customized random-key genetic algorithm for the bi-objective traveling thief problem.
J. Heuristics, 2021

Reference point based evolutionary multi-objective optimization algorithms with convergence properties using KKTPM and ASF metrics.
J. Heuristics, 2021

Online clustering reduction based on parametric and non-parametric correlation for a many-objective vehicle routing problem with demand responsive transport.
Expert Syst. Appl., 2021

Solving the maximum edge disjoint path problem using a modified Lagrangian particle swarm optimisation hybrid.
Eur. J. Oper. Res., 2021

A novel multi-objective model calibration method for ecohydrological applications.
Environ. Model. Softw., 2021

Effect of Objective Normalization and Penalty Parameter on Penalty Boundary Intersection Decomposition-Based Evolutionary Many-Objective Optimization Algorithms.
Evol. Comput., 2021

Optimized Electric Machine Design Solutions with Efficient Handling of Constraints.
Proceedings of the IEEE Symposium Series on Computational Intelligence, 2021

Interpretable AI Agent Through Nonlinear Decision Trees for Lane Change Problem.
Proceedings of the IEEE Symposium Series on Computational Intelligence, 2021

Visualization-based Multi-Criterion Decision Making with NIMBUS Method Using Palette Viz.
Proceedings of the IEEE Symposium Series on Computational Intelligence, 2021

An approximate MIP-DoM calculation for multi-objective optimization using affinity propagation clustering algorithm.
Proceedings of the GECCO '21: Genetic and Evolutionary Computation Conference, 2021

Evolutionary multi- and many-objective optimization: methodologies, applications and demonstration.
Proceedings of the GECCO '21: Genetic and Evolutionary Computation Conference, 2021

PSAF: a probabilistic surrogate-assisted framework for single-objective optimization.
Proceedings of the GECCO '21: Genetic and Evolutionary Computation Conference, 2021

The (M-1)+1 Framework of Relaxed Pareto Dominance for Evolutionary Many-Objective Optimization.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2021

Towards Multi-objective Co-evolutionary Problem Solving.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2021

Interpretable Self-Organizing Maps (iSOM) for Visualization of Pareto Front in Multiple Objective Optimization.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2021

Handling Priority Levels in Mixed Pareto-Lexicographic Many-Objective Optimization Problems.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2021

Combining User Knowledge and Online Innovization for Faster Solution to Multi-objective Design Optimization Problems.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2021

Embedding a Repair Operator in Evolutionary Single and Multi-objective Algorithms - An Exploitation-Exploration Perspective.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2021

Constrained Bi-objective Surrogate-Assisted Optimization of Problems with Heterogeneous Evaluation Times: Expensive Objectives and Inexpensive Constraints.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2021

Multi-objective Coevolution and Decision-making for Cooperative and Competitive Environments.
Proceedings of the IEEE Congress on Evolutionary Computation, 2021

Ensembled Crossover based Evolutionary Algorithm for Single and Multi-objective Optimization.
Proceedings of the IEEE Congress on Evolutionary Computation, 2021

Aggregation or Selection? Clustering Many Objectives for Vehicle Routing Problem with Demand Responsive Transport.
Proceedings of the IEEE Congress on Evolutionary Computation, 2021

2020
Many and Multi-objective datasets used in MIP-DoM.
Dataset, November, 2020

Does Preference Always Help? A Holistic Study on Preference-Based Evolutionary Multiobjective Optimization Using Reference Points.
IEEE Trans. Evol. Comput., 2020

Investigating the equivalence between PBI and AASF scalarization for multi-objective optimization.
Swarm Evol. Comput., 2020

A novel selection mechanism for evolutionary algorithms with metameric variable-length representations.
Soft Comput., 2020

A genetic algorithm with local search for solving single-source single-sink nonlinear non-convex minimum cost flow problems.
Soft Comput., 2020

Bilevel optimization based on iterative approximation of multiple mappings.
J. Heuristics, 2020

Difficulty Adjustable and Scalable Constrained Multiobjective Test Problem Toolkit.
Evol. Comput., 2020

Analyzing Dominance Move (MIP-DoM) Indicator for Multi- and Many-objective Optimization.
CoRR, 2020

Enhanced Innovized Repair Operator for Evolutionary Multi- and Many-objective Optimization.
CoRR, 2020

Interpretable-AI Policies using Evolutionary Nonlinear Decision Trees for Discrete Action Systems.
CoRR, 2020

Search-Based Software Engineering for Self-Adaptive Systems: One Survey, Five Disappointments and Six Opportunities.
CoRR, 2020

A smooth proximity measure for optimality in multi-objective optimization using Benson's method.
Comput. Oper. Res., 2020

PaletteViz: A Visualization Method for Functional Understanding of High-Dimensional Pareto-Optimal Data-Sets to Aid Multi-Criteria Decision Making.
IEEE Comput. Intell. Mag., 2020

Energy-aware whale optimization algorithm for real-time task scheduling in multiprocessor systems.
Appl. Soft Comput., 2020

Pymoo: Multi-Objective Optimization in Python.
IEEE Access, 2020

PaletteViz with Star-coordinates: An Improved Method for High-dimensional Pareto-optimal Front Visualization and Decision-making.
Proceedings of the 2020 IEEE Symposium Series on Computational Intelligence, 2020

Evaluating Nonlinear Decision Trees for Binary Classification Tasks with Other Existing Methods.
Proceedings of the 2020 IEEE Symposium Series on Computational Intelligence, 2020

Rise of Evolutionary Multi-Objective Optimization: Algorithms and Applications.
Proceedings of the 12th International Joint Conference on Computational Intelligence, 2020

NSGA-Net: Neural Architecture Search using Multi-Objective Genetic Algorithm (Extended Abstract).
Proceedings of the Twenty-Ninth International Joint Conference on Artificial Intelligence, 2020

Worst-case conditional hardness and fast algorithms with random inputs for non-dominated sorting.
Proceedings of the GECCO '20: Genetic and Evolutionary Computation Conference, 2020

Dynamic vessel-to-vessel routing using level-wise evolutionary optimization.
Proceedings of the GECCO '20: Genetic and Evolutionary Computation Conference, 2020

Using gradient-free local search within MOEAs for the treatment of constrained MOPs.
Proceedings of the GECCO '20: Genetic and Evolutionary Computation Conference, 2020

PaletteStarViz: a visualization method for multi-criteria decision making from high-dimensional pareto-optimal front.
Proceedings of the GECCO '20: Genetic and Evolutionary Computation Conference, 2020

Gap finding and validation in evolutionary multi- and many-objective optimization.
Proceedings of the GECCO '20: Genetic and Evolutionary Computation Conference, 2020

Learning-based multi-objective optimization through ANN-assisted online <i>Innovization</i>.
Proceedings of the GECCO '20: Genetic and Evolutionary Computation Conference, 2020

A generic and computationally efficient automated innovization method for power-law design rules.
Proceedings of the GECCO '20: Genetic and Evolutionary Computation Conference, 2020

Evolutionary multi-objective optimization: past, present and future.
Proceedings of the GECCO '20: Genetic and Evolutionary Computation Conference, 2020

Towards sustainable forest management strategies with MOEAs.
Proceedings of the GECCO '20: Genetic and Evolutionary Computation Conference, 2020

NSGANetV2: Evolutionary Multi-objective Surrogate-Assisted Neural Architecture Search.
Proceedings of the Computer Vision - ECCV 2020, 2020

MUXConv: Information Multiplexing in Convolutional Neural Networks.
Proceedings of the 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2020

Trend Mining 2.0: Automating the Discovery of Variable Trends in the Objective Space.
Proceedings of the IEEE Congress on Evolutionary Computation, 2020

A Unified Automated Innovization Framework Using Threshold-based Clustering.
Proceedings of the IEEE Congress on Evolutionary Computation, 2020

A Large-scale Bi-objective Optimization of Solid Rocket Motors Using Innovization.
Proceedings of the IEEE Congress on Evolutionary Computation, 2020

A Running Performance Metric and Termination Criterion for Evaluating Evolutionary Multi- and Many-objective Optimization Algorithms.
Proceedings of the IEEE Congress on Evolutionary Computation, 2020

2019
Multiphase Balance of Diversity and Convergence in Multiobjective Optimization.
IEEE Trans. Evol. Comput., 2019

Variable-Length Pareto Optimization via Decomposition-Based Evolutionary Multiobjective Algorithm.
IEEE Trans. Evol. Comput., 2019

A Taxonomy for Metamodeling Frameworks for Evolutionary Multiobjective Optimization.
IEEE Trans. Evol. Comput., 2019

An Efficient Nondominated Sorting Algorithm for Large Number of Fronts.
IEEE Trans. Cybern., 2019

Using Karush-Kuhn-Tucker proximity measure for solving bilevel optimization problems.
Swarm Evol. Comput., 2019

Comparison between MOEA/D and NSGA-III on a set of novel many and multi-objective benchmark problems with challenging difficulties.
Swarm Evol. Comput., 2019

Analysis and multi-objective optimization of a kind of teaching manipulator.
Swarm Evol. Comput., 2019

Push and pull search for solving constrained multi-objective optimization problems.
Swarm Evol. Comput., 2019

CHIP: Constraint Handling with Individual Penalty approach using a hybrid evolutionary algorithm.
Neural Comput. Appl., 2019

A survey of evolutionary algorithms using metameric representations.
Genet. Program. Evolvable Mach., 2019

Using semi-independent variables to enhance optimization search.
Expert Syst. Appl., 2019

Crop yield simulation optimization using precision irrigation and subsurface water retention technology.
Environ. Model. Softw., 2019

Multi-Criterion Evolutionary Design of Deep Convolutional Neural Networks.
CoRR, 2019

Does Preference Always Help? A Holistic Study on Preference-Based Evolutionary Multi-Objective Optimisation Using Reference Points.
CoRR, 2019

Explicit Control of Implicit Parallelism in Decomposition-Based Evolutionary Many-Objective Optimization Algorithms [Research Frontier].
IEEE Comput. Intell. Mag., 2019

A parametric investigation of PBI and AASF scalarizations.
Proceedings of the Genetic and Evolutionary Computation Conference Companion, 2019

Optimisation of crop configuration using NSGA-III with categorical genetic operators.
Proceedings of the Genetic and Evolutionary Computation Conference Companion, 2019

NSGA-Net: neural architecture search using multi-objective genetic algorithm.
Proceedings of the Genetic and Evolutionary Computation Conference, 2019

Trust-Region Based Multi-objective Optimization for Low Budget Scenarios.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2019

Simulation Optimization of Water Usage and Crop Yield Using Precision Irrigation.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2019

Generating Uniformly Distributed Points on a Unit Simplex for Evolutionary Many-Objective Optimization.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2019

Investigating the Normalization Procedure of NSGA-III.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2019

A Knowledge Discovery of Relationships among Dataset Entities Using Optimum Hierarchical Clustering by DE Algorithm.
Proceedings of the IEEE Congress on Evolutionary Computation, 2019

A Novel Pareto-VIKOR Index for Ranking Scientists' Publication Impacts: A Case Study on Evolutionary Computation Researchers.
Proceedings of the IEEE Congress on Evolutionary Computation, 2019

2018
A Review on Bilevel Optimization: From Classical to Evolutionary Approaches and Applications.
IEEE Trans. Evol. Comput., 2018

Guest Editorial Special Issue on Search-Based Software Engineering.
IEEE Trans. Evol. Comput., 2018

Adaptively Allocating Search Effort in Challenging Many-Objective Optimization Problems.
IEEE Trans. Evol. Comput., 2018

R-Metric: Evaluating the Performance of Preference-Based Evolutionary Multiobjective Optimization Using Reference Points.
IEEE Trans. Evol. Comput., 2018

Handling Multiple Scenarios in Evolutionary Multiobjective Numerical Optimization.
IEEE Trans. Evol. Comput., 2018

A Novel Class of Test Problems for Performance Evaluation of Niching Methods.
IEEE Trans. Evol. Comput., 2018

Opposition based learning: A literature review.
Swarm Evol. Comput., 2018

3D-RadVis Antenna: Visualization and performance measure for many-objective optimization.
Swarm Evol. Comput., 2018

Late parallelization and feedback approaches for distributed computation of evolutionary multi-objective optimization algorithms.
Neural Comput. Appl., 2018

Reference point based evolutionary multi-objective optimization with dynamic resampling for production systems improvement.
J. Syst. Inf. Technol., 2018

Evaluation of the migrated solutions for distributing reference point-based multi-objective optimization algorithms.
Inf. Sci., 2018

Distributed approaches for reference-point-based multi-objective hybrid problems.
Inf. Sci., 2018

Guest Editorial for the 8<sup>th</sup> Symposium on Search Based Software Engineering Special Section.
Inf. Softw. Technol., 2018

Uncertainty Handling in Bilevel Optimization for Robust and Reliable Solutions.
Int. J. Uncertain. Fuzziness Knowl. Based Syst., 2018

Improving the performance of genetic algorithms for land-use allocation problems.
Int. J. Geogr. Inf. Sci., 2018

NSGA-NET: A Multi-Objective Genetic Algorithm for Neural Architecture Search.
CoRR, 2018

Modeling and Multi-objective Optimization of a Kind of Teaching Manipulator.
CoRR, 2018

Reference Point Based NSGA-III for Preferred Solutions.
Proceedings of the IEEE Symposium Series on Computational Intelligence, 2018

A Topologically Consistent Visualization of High Dimensional Pareto-front for Multi-Criteria Decision Making.
Proceedings of the IEEE Symposium Series on Computational Intelligence, 2018

Evolving and Comparing Greenhouse Control Strategies using Model-Based Multi-Objective Optimization.
Proceedings of the IEEE Symposium Series on Computational Intelligence, 2018

Enhanced Correlation Matrix Based Visualization for Multi- and Many-objective optimization.
Proceedings of the IEEE Symposium Series on Computational Intelligence, 2018

Switching Between Metamodeling Frameworks for Efficient Multi-Objective Optimization.
Proceedings of the IEEE Symposium Series on Computational Intelligence, 2018

Design of an Adaptive Push-Repel Operator for Enhancing Convergence in Genetic Algorithms.
Proceedings of the IEEE Symposium Series on Computational Intelligence, 2018


Visualization of the boundary solutions of high dimensional pareto front from a decision maker's perspective.
Proceedings of the Genetic and Evolutionary Computation Conference Companion, 2018

Trust-region based algorithms with low-budget for multi-objective optimization.
Proceedings of the Genetic and Evolutionary Computation Conference Companion, 2018

Balancing Survival of Feasible and Infeasible Solutions in Constraint Evolutionary Optimization Algorithms.
Proceedings of the 2018 IEEE Congress on Evolutionary Computation, 2018

Bilevel Optimization Based on Kriging Approximations of Lower Level Optimal Value Function.
Proceedings of the 2018 IEEE Congress on Evolutionary Computation, 2018

Non-dominated Sorting Based Multi/Many-Objective Optimization: Two Decades of Research and Application.
Proceedings of the Multi-Objective Optimization - Evolutionary to Hybrid Framework, 2018

2017
Reducing the loss of agricultural productivity due to compact urban development in municipalities of Switzerland.
Comput. Environ. Urban Syst., 2017

A Computationally Fast Convergence Measure and Implementation for Single-, Multiple-, and Many-Objective Optimization.
IEEE Trans. Emerg. Top. Comput. Intell., 2017

Investigating the Effect of Imbalance Between Convergence and Diversity in Evolutionary Multiobjective Algorithms.
IEEE Trans. Evol. Comput., 2017

Seeking Multiple Solutions: An Updated Survey on Niching Methods and Their Applications.
IEEE Trans. Evol. Comput., 2017

Efficient Nondomination Level Update Method for Steady-State Evolutionary Multiobjective Optimization.
IEEE Trans. Cybern., 2017

Financial time series prediction using hybrids of chaos theory, multi-layer perceptron and multi-objective evolutionary algorithms.
Swarm Evol. Comput., 2017

Multi-view refactoring of class and activity diagrams using a multi-objective evolutionary algorithm.
Softw. Qual. J., 2017

Multi-objective code-smells detection using good and bad design examples.
Softw. Qual. J., 2017

MORE: A multi-objective refactoring recommendation approach to introducing design patterns and fixing code smells.
J. Softw. Evol. Process., 2017

Solving metameric variable-length optimization problems using genetic algorithms.
Genet. Program. Evolvable Mach., 2017

Data mining methods for knowledge discovery in multi-objective optimization: Part A - Survey.
Expert Syst. Appl., 2017

Data mining methods for knowledge discovery in multi-objective optimization: Part B - New developments and applications.
Expert Syst. Appl., 2017

A robust multi-objective approach to balance severity and importance of refactoring opportunities.
Empir. Softw. Eng., 2017

Search-based detection of model level changes.
Empir. Softw. Eng., 2017

Evolutionary algorithm for bilevel optimization using approximations of the lower level optimal solution mapping.
Eur. J. Oper. Res., 2017

A population-based fast algorithm for a billion-dimensional resource allocation problem with integer variables.
Eur. J. Oper. Res., 2017

Multimodal Optimization by Covariance Matrix Self-Adaptation Evolution Strategy with Repelling Subpopulations.
Evol. Comput., 2017

Integration of Preferences in Decomposition Multi-Objective Optimization.
CoRR, 2017

Approximated set-valued mapping approach for handling multiobjective bilevel problems.
Comput. Oper. Res., 2017

Towards faster convergence of evolutionary multi-criterion optimization algorithms using Karush Kuhn Tucker optimality based local search.
Comput. Oper. Res., 2017

Finding near-optimum and diverse solutions for a large-scale engineering design problem.
Proceedings of the 2017 IEEE Symposium Series on Computational Intelligence, 2017

Short versus long-term urban planning using multi-objective optimization.
Proceedings of the Genetic and Evolutionary Computation Conference, 2017

Metamodeling for multimodal selection functions in evolutionary multi-objective optimization.
Proceedings of the Genetic and Evolutionary Computation Conference, 2017

Solving a supply-chain management problem using a bilevel approach.
Proceedings of the Genetic and Evolutionary Computation Conference, 2017

Multimodal truss structure design using bilevel and niching based evolutionary algorithms.
Proceedings of the Genetic and Evolutionary Computation Conference, 2017

A computationally fast multimodal optimization with push enabled genetic algorithm.
Proceedings of the Genetic and Evolutionary Computation Conference, 2017

Recent advances in evolutionary multi-criterion optimization (EMO).
Proceedings of the Genetic and Evolutionary Computation Conference, 2017

Towards an epigenetics-inspired control system for power dispatch problem.
Proceedings of the Genetic and Evolutionary Computation Conference, 2017

Handling practicalities in agricultural policy optimization for water quality improvements.
Proceedings of the Genetic and Evolutionary Computation Conference, 2017

Constraint handling in efficient global optimization.
Proceedings of the Genetic and Evolutionary Computation Conference, 2017

Injection of Extreme Points in Evolutionary Multiobjective Optimization Algorithms.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2017

A Comparative Study of Fast Adaptive Preference-Guided Evolutionary Multi-objective Optimization.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2017

Towards a Better Balance of Diversity and Convergence in NSGA-III: First Results.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2017

Empirical Investigations of Reference Point Based Methods When Facing a Massively Large Number of Objectives: First Results.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2017

Fusion of Many-Objective Non-dominated Solutions Using Reference Points.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2017

Classifying Metamodeling Methods for Evolutionary Multi-objective Optimization: First Results.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2017

Solving the Bi-objective Traveling Thief Problem with Multi-objective Evolutionary Algorithms.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2017

Effect of a Push Operator in Genetic Algorithms for Multimodal Optimization.
Proceedings of the Computational Intelligence, Communications, and Business Analytics, 2017

Use of derived heuristics in improved performance of evolutionary optimization: An application to gold processing plant.
Proceedings of the 2017 IEEE Congress on Evolutionary Computation, 2017

Challenges for evolutionary multiobjective optimization algorithms in solving variable-length problems.
Proceedings of the 2017 IEEE Congress on Evolutionary Computation, 2017

Enhancing clearing-based niching method using Delaunay Triangulation.
Proceedings of the 2017 IEEE Congress on Evolutionary Computation, 2017

Fusion-based hybrid many-objective optimization algorithm.
Proceedings of the 2017 IEEE Congress on Evolutionary Computation, 2017

Effect of size and order of variables in rules for multi-objective repair-based innovization procedure.
Proceedings of the 2017 IEEE Congress on Evolutionary Computation, 2017

A bi-objective hybrid constrained optimization (HyCon) method using a multi-objective and penalty function approach.
Proceedings of the 2017 IEEE Congress on Evolutionary Computation, 2017

Multi-objective optimization of cellular scanning strategy in selective laser melting.
Proceedings of the 2017 IEEE Congress on Evolutionary Computation, 2017

Evolutionary bilevel optimization using KKT proximity measure.
Proceedings of the 2017 IEEE Congress on Evolutionary Computation, 2017

Evolutionary Bilevel Optimization: An Introduction and Recent Advances.
Proceedings of the Recent Advances in Evolutionary Multi-objective Optimization, 2017

2016
Multi-Criteria Code Refactoring Using Search-Based Software Engineering: An Industrial Case Study.
ACM Trans. Softw. Eng. Methodol., 2016

Solving Bilevel Multicriterion Optimization Problems With Lower Level Decision Uncertainty.
IEEE Trans. Evol. Comput., 2016

A Unified Evolutionary Optimization Procedure for Single, Multiple, and Many Objectives.
IEEE Trans. Evol. Comput., 2016

An Optimality Theory-Based Proximity Measure for Set-Based Multiobjective Optimization.
IEEE Trans. Evol. Comput., 2016

Uniform adaptive scaling of equality and inequality constraints within hybrid evolutionary-cum-classical optimization.
Soft Comput., 2016

Extracting from the relaxed for large-scale semi-continuous variable nondominated frontiers.
J. Glob. Optim., 2016

On the use of many quality attributes for software refactoring: a many-objective search-based software engineering approach.
Empir. Softw. Eng., 2016

Difficulty Adjustable and Scalable Constrained Multi-objective Test Problem Toolkit.
CoRR, 2016

Structural topology optimization using multi-objective genetic algorithm with constructive solid geometry representation.
Appl. Soft Comput., 2016

Partial opposition-based learning using current best candidate solution.
Proceedings of the 2016 IEEE Symposium Series on Computational Intelligence, 2016

Variable Interaction in Multi-objective Optimization Problems.
Proceedings of the Parallel Problem Solving from Nature - PPSN XIV, 2016

Maintaining Diversity in The Bounded Pareto-Set: A Case of Opposition Based Solution Generation Scheme.
Proceedings of the Genetic and Evolutionary Computation Conference, 2016

Towards a Better Diversity of Evolutionary Multi-Criterion Optimization Algorithms using Local Searches.
Proceedings of the Genetic and Evolutionary Computation Conference, 2016

Best Order Sort: A New Algorithm to Non-dominated Sorting for Evolutionary Multi-objective Optimization.
Proceedings of the Genetic and Evolutionary Computation Conference, 2016

Finding Reliable Solutions in Bilevel Optimization Problems Under Uncertainties.
Proceedings of the 2016 on Genetic and Evolutionary Computation Conference, Denver, CO, USA, July 20, 2016

A Generative Kriging Surrogate Model for Constrained and Unconstrained Multi-objective Optimization.
Proceedings of the 2016 on Genetic and Evolutionary Computation Conference, Denver, CO, USA, July 20, 2016

Adaptive Use of Innovization Principles for a Faster Convergence of Evolutionary Multi-Objective Optimization Algorithms.
Proceedings of the Genetic and Evolutionary Computation Conference, 2016

Breaking the Billion-Variable Barrier in Real-World Optimization Using a Customized Evolutionary Algorithm.
Proceedings of the 2016 on Genetic and Evolutionary Computation Conference, Denver, CO, USA, July 20, 2016

Optimum Design of Artificial Lateral Line Systems for Object Tracking under Uncertain Conditions.
Proceedings of the Genetic and Evolutionary Computation Conference, 2016

Karush-Kuhn-Tucker Proximity Measure for Multi-Objective Optimization Based on Numerical Gradients.
Proceedings of the 2016 on Genetic and Evolutionary Computation Conference, Denver, CO, USA, July 20, 2016

Hybrid Dynamic Resampling Algorithms for Evolutionary Multi-objective Optimization of Invariant-Noise Problems.
Proceedings of the Applications of Evolutionary Computation - 19th European Conference, 2016

Study of the approximation of the fitness landscape and the ranking process of scalarizing functions for many-objective problems.
Proceedings of the IEEE Congress on Evolutionary Computation, 2016

Handling inverse optimal control problems using evolutionary bilevel optimization.
Proceedings of the IEEE Congress on Evolutionary Computation, 2016

Solving optimistic bilevel programs by iteratively approximating lower level optimal value function.
Proceedings of the IEEE Congress on Evolutionary Computation, 2016

A ranking and selection strategy for preference-based evolutionary multi-objective optimization of variable-noise problems.
Proceedings of the IEEE Congress on Evolutionary Computation, 2016

High dimensional model representation for solving expensive multi-objective optimization problems.
Proceedings of the IEEE Congress on Evolutionary Computation, 2016

Center-based initialization of cooperative co-evolutionary algorithm for large-scale optimization.
Proceedings of the IEEE Congress on Evolutionary Computation, 2016

An evolutionary many-objective optimisation algorithm with adaptive region decomposition.
Proceedings of the IEEE Congress on Evolutionary Computation, 2016

EliteNSGA-III: An improved evolutionary many-objective optimization algorithm.
Proceedings of the IEEE Congress on Evolutionary Computation, 2016

3D-RadVis: Visualization of Pareto front in many-objective optimization.
Proceedings of the IEEE Congress on Evolutionary Computation, 2016

Key challenges and future directions of dynamic multi-objective optimisation.
Proceedings of the IEEE Congress on Evolutionary Computation, 2016

2015
Multi-Objective Evolutionary Algorithms.
Proceedings of the Springer Handbook of Computational Intelligence, 2015

Many-Objective Software Remodularization Using NSGA-III.
ACM Trans. Softw. Eng. Methodol., 2015

An Evolutionary Many-Objective Optimization Algorithm Based on Dominance and Decomposition.
IEEE Trans. Evol. Comput., 2015

Interrelationship-Based Selection for Decomposition Multiobjective Optimization.
IEEE Trans. Cybern., 2015

Model transformation testing: a bi-level search-based software engineering approach.
J. Softw. Evol. Process., 2015

MOMM: Multi-objective model merging.
J. Syst. Softw., 2015

A dual-population paradigm for evolutionary multiobjective optimization.
Inf. Sci., 2015

Generalized higher-level automated innovization with application to inventory management.
Eur. J. Oper. Res., 2015

Feasibility preserving constraint-handling strategies for real parameter evolutionary optimization.
Comput. Optim. Appl., 2015

Development, analysis and applications of a quantitative methodology for assessing customer satisfaction using evolutionary optimization.
Appl. Soft Comput., 2015

Elitist Quantum-Inspired Differential Evolution Based Wrapper for Feature Subset Selection.
Proceedings of the Multi-disciplinary Trends in Artificial Intelligence, 2015

A Multimodal Approach for Evolutionary Multi-objective Optimization (MEMO): Proof-of-Principle Results.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2015

Towards Understanding Bilevel Multi-objective Optimization with Deterministic Lower Level Decisions.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2015

Hybrid Dynamic Resampling for Guided Evolutionary Multi-Objective Optimization.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2015

U-NSGA-III: A Unified Evolutionary Optimization Procedure for Single, Multiple, and Many Objectives: Proof-of-Principle Results.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2015

An Optimality Theory Based Proximity Measure for Evolutionary Multi-Objective and Many-Objective Optimization.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2015

Unwanted Feature Interactions Between the Problem and Search Operators in Evolutionary Multi-objective Optimization.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2015

Temporal Innovization: Evolution of Design Principles Using Multi-objective Optimization.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2015

An integrated approach involving EMO and HYDRUS-2D software for SWRT-based precision irrigation.
Proceedings of the IEEE Congress on Evolutionary Computation, 2015

Unconstrained robust optimization using a descent-based crossover operator.
Proceedings of the IEEE Congress on Evolutionary Computation, 2015

Transportation policy formulation as a multi-objective bilevel optimization problem.
Proceedings of the IEEE Congress on Evolutionary Computation, 2015

Effect of selection operator on NSGA-III in single, multi, and many-objective optimization.
Proceedings of the IEEE Congress on Evolutionary Computation, 2015

Sensitivity analysis of Penalty-based Boundary Intersection on aggregation-based EMO algorithms.
Proceedings of the IEEE Congress on Evolutionary Computation, 2015

Handling decision variable uncertainty in bilevel optimization problems.
Proceedings of the IEEE Congress on Evolutionary Computation, 2015

Evolutionary multiobjective optimization with hybrid selection principles.
Proceedings of the IEEE Congress on Evolutionary Computation, 2015

Towards an automated Innovization method for handling discrete search spaces.
Proceedings of the IEEE Congress on Evolutionary Computation, 2015

Multi-scenario, multi-objective optimization using evolutionary algorithms: Initial results.
Proceedings of the IEEE Congress on Evolutionary Computation, 2015

Towards optimal ship design and valuable knowledge discovery under uncertain conditions.
Proceedings of the IEEE Congress on Evolutionary Computation, 2015

Reference point based distributed computing for multiobjective optimization.
Proceedings of the IEEE Congress on Evolutionary Computation, 2015

Design optimization of artificial lateral line system under uncertain conditions.
Proceedings of the IEEE Congress on Evolutionary Computation, 2015

2014
Code-Smell Detection as a Bilevel Problem.
ACM Trans. Softw. Eng. Methodol., 2014

An Evolutionary Many-Objective Optimization Algorithm Using Reference-Point Based Nondominated Sorting Approach, Part II: Handling Constraints and Extending to an Adaptive Approach.
IEEE Trans. Evol. Comput., 2014

An Evolutionary Many-Objective Optimization Algorithm Using Reference-Point-Based Nondominated Sorting Approach, Part I: Solving Problems With Box Constraints.
IEEE Trans. Evol. Comput., 2014

Machine learning based decision support for many-objective optimization problems.
Neurocomputing, 2014

Analysing mutation schemes for real-parameter genetic algorithms.
Int. J. Artif. Intell. Soft Comput., 2014

An interactive evolutionary multi-objective optimization algorithm with a limited number of decision maker calls.
Eur. J. Oper. Res., 2014

Test Problem Construction for Single-Objective Bilevel Optimization.
Evol. Comput., 2014

Finding optimal strategies in a multi-period multi-leader-follower Stackelberg game using an evolutionary algorithm.
Comput. Oper. Res., 2014

Enhancing performance of particle swarm optimization through an algorithmic link with genetic algorithms.
Comput. Optim. Appl., 2014

An integrated approach to automated innovization for discovering useful design principles: Case studies from engineering.
Appl. Soft Comput., 2014

R-HV: A Metric for Computing Hyper-volume for Reference Point Based EMOs.
Proceedings of the Swarm, Evolutionary, and Memetic Computing, 2014

Recommendation system for software refactoring using innovization and interactive dynamic optimization.
Proceedings of the ACM/IEEE International Conference on Automated Software Engineering, 2014

A bilevel optimization approach to automated parameter tuning.
Proceedings of the Genetic and Evolutionary Computation Conference, 2014

High dimensional search-based software engineering: finding tradeoffs among 15 objectives for automating software refactoring using NSGA-III.
Proceedings of the Genetic and Evolutionary Computation Conference, 2014

Software refactoring under uncertainty: a robust multi-objective approach.
Proceedings of the Genetic and Evolutionary Computation Conference, 2014

Evolutionary bilevel optimization (EBO).
Proceedings of the Genetic and Evolutionary Computation Conference, 2014

Multi-scenario optimization using multi-criterion methods: A case study on Byzantine agreement problem.
Proceedings of the IEEE Congress on Evolutionary Computation, 2014

An improved bilevel evolutionary algorithm based on Quadratic Approximations.
Proceedings of the IEEE Congress on Evolutionary Computation, 2014

A review of hybrid evolutionary multiple criteria decision making methods.
Proceedings of the IEEE Congress on Evolutionary Computation, 2014

Integrating user preferences and decomposition methods for many-objective optimization.
Proceedings of the IEEE Congress on Evolutionary Computation, 2014

Network path optimization under dynamic conditions.
Proceedings of the IEEE Congress on Evolutionary Computation, 2014

Non-uniform mapping in real-coded genetic algorithms.
Proceedings of the IEEE Congress on Evolutionary Computation, 2014

On the performance of classification algorithms for learning Pareto-dominance relations.
Proceedings of the IEEE Congress on Evolutionary Computation, 2014

2013
Two Approaches for Single and Multi-Objective Dynamic Optimization.
Proceedings of the Metaheuristics for Dynamic Optimization, 2013

A Hybrid Framework for Evolutionary Multi-Objective Optimization.
IEEE Trans. Evol. Comput., 2013

Objective Reduction in Many-Objective Optimization: Linear and Nonlinear Algorithms.
IEEE Trans. Evol. Comput., 2013

Multi-objective optimal path planning using elitist non-dominated sorting genetic algorithms.
Soft Comput., 2013

A genetic fuzzy based modeling of effective thermal conductivity for polymer composites.
J. Intell. Fuzzy Syst., 2013

Improving differential evolution through a unified approach.
J. Glob. Optim., 2013

Approximate KKT points and a proximity measure for termination.
J. Glob. Optim., 2013

Solving dual problems using a coevolutionary optimization algorithm.
J. Glob. Optim., 2013

Higher and lower-level knowledge discovery from Pareto-optimal sets.
J. Glob. Optim., 2013

Two-step procedure of optimisation for flight planning problem for airborne LiDAR data acquisition.
Int. J. Math. Model. Numer. Optimisation, 2013

A multi-objective evolutionary approach for generator scheduling.
Expert Syst. Appl., 2013

Efficient Evolutionary Algorithm for Single-Objective Bilevel Optimization
CoRR, 2013

Using objective reduction and interactive procedure to handle many-objective optimization problems.
Appl. Soft Comput., 2013

Multi-objective optimization and decision making approaches to cricket team selection.
Appl. Soft Comput., 2013

Meta-modeling and Optimization for Varying Dimensional Search Space.
Proceedings of the Swarm, Evolutionary, and Memetic Computing, 2013

Interleaving Innovization with Evolutionary Multi-Objective Optimization in Production System Simulation for Faster Convergence.
Proceedings of the Learning and Intelligent Optimization - 7th International Conference, 2013

Evolutionary bilevel optimization.
Proceedings of the Genetic and Evolutionary Computation Conference, 2013

An Improved Adaptive Approach for Elitist Nondominated Sorting Genetic Algorithm for Many-Objective Optimization.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2013

Innovization: Discovery of Innovative Solution Principles Using Multi-Objective Optimization.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2013

A Dimensionally-Aware Genetic Programming Architecture for Automated Innovization.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2013

Multi-objective Stackelberg game between a regulating authority and a mining company: A case study in environmental economics.
Proceedings of the IEEE Congress on Evolutionary Computation, 2013

A comparative study of dynamic resampling strategies for guided Evolutionary Multi-objective Optimization.
Proceedings of the IEEE Congress on Evolutionary Computation, 2013

Solving clustering problems using bi-objective evolutionary optimisation and knee finding algorithms.
Proceedings of the IEEE Congress on Evolutionary Computation, 2013

Differential evolution: Performances and analyses.
Proceedings of the IEEE Congress on Evolutionary Computation, 2013

Individual penalty based constraint handling using a hybrid bi-objective and penalty function approach.
Proceedings of the IEEE Congress on Evolutionary Computation, 2013

An evolutionary algorithm based pattern search approach for constrained optimization.
Proceedings of the IEEE Congress on Evolutionary Computation, 2013

A parameterless-niching-assisted bi-objective approach to multimodal optimization.
Proceedings of the IEEE Congress on Evolutionary Computation, 2013

2012
Selected Aspects of Natural Computing.
Proceedings of the Handbook of Natural Computing, 2012

Design of particle-reinforced polyurethane mould materials for soft tooling process using evolutionary multi-objective optimization algorithms.
Soft Comput., 2012

Multimodal Optimization Using a Bi-Objective Evolutionary Algorithm.
Evol. Comput., 2012

A genetic algorithm based augmented Lagrangian method for constrained optimization.
Comput. Optim. Appl., 2012

Investigating the role of metallic fillers in particulate reinforced flexible mould material composites using evolutionary algorithms.
Appl. Soft Comput., 2012

On the sizing of a solar thermal electricity plant for multiple objectives using evolutionary optimization.
Appl. Soft Comput., 2012

Reference point-based evolutionary multi-objective optimization for industrial systems simulation.
Proceedings of the Winter Simulation Conference, 2012

Advances in Evolutionary Multi-objective Optimization.
Proceedings of the Search Based Software Engineering - 4th International Symposium, 2012

Investigation of Mutation Schemes in Real-Parameter Genetic Algorithms.
Proceedings of the Swarm, Evolutionary, and Memetic Computing, 2012

Associated and Assorted Recombination in SBX Operator for Problems with Linkages.
Proceedings of the Swarm, Evolutionary, and Memetic Computing, 2012

Temporal Evolution of Design Principles in Engineering Systems: Analogies with Human Evolution.
Proceedings of the Parallel Problem Solving from Nature - PPSN XII, 2012

Meaningful representation and recombination of variable length genomes.
Proceedings of the Genetic and Evolutionary Computation Conference, 2012

GECCO 2012 tutorial on evolutionary multiobjective optimization.
Proceedings of the Genetic and Evolutionary Computation Conference, 2012

Solving high objective problems in fixed interactions with the decision maker.
Proceedings of the IEEE Congress on Evolutionary Computation, 2012

Unconstrained scalable test problems for single-objective bilevel optimization.
Proceedings of the IEEE Congress on Evolutionary Computation, 2012

Finding a preferred diverse set of Pareto-optimal solutions for a limited number of function calls.
Proceedings of the IEEE Congress on Evolutionary Computation, 2012

Handling many-objective problems using an improved NSGA-II procedure.
Proceedings of the IEEE Congress on Evolutionary Computation, 2012

An adaptive normalization based constrained handling methodology with hybrid bi-objective and penalty function approach.
Proceedings of the IEEE Congress on Evolutionary Computation, 2012

Probabilistic constraint handling in the framework of joint evolutionary-classical optimization with engineering applications.
Proceedings of the IEEE Congress on Evolutionary Computation, 2012

Approximating a multi-dimensional Pareto front for a land use management problem: A modified MOEA with an epigenetic silencing metaphor.
Proceedings of the IEEE Congress on Evolutionary Computation, 2012

Boundary Handling Approaches in Particle Swarm Optimization.
Proceedings of Seventh International Conference on Bio-Inspired Computing: Theories and Applications (BIC-TA 2012), 2012

Identification and Impact Assessment of High-Priority Field Failures in Passenger Vehicles Using Evolutionary Optimization.
Proceedings of Seventh International Conference on Bio-Inspired Computing: Theories and Applications (BIC-TA 2012), 2012

Non-Uniform Mapping in Binary-Coded Genetic Algorithms.
Proceedings of Seventh International Conference on Bio-Inspired Computing: Theories and Applications (BIC-TA 2012), 2012

Constructive Solid Geometry Based Topology Optimization Using Evolutionary Algorithm.
Proceedings of Seventh International Conference on Bio-Inspired Computing: Theories and Applications (BIC-TA 2012), 2012

Optimization for Engineering Design - Algorithms and Examples, Second Edition.
PHI Learning Private Limited, ISBN: 978-81-203-4678-9, 2012

2011
Improving convergence of evolutionary multi-objective optimization with local search: a concurrent-hybrid algorithm.
Nat. Comput., 2011

Parent to Mean-Centric Self-Adaptation in SBX Operator for Real-Parameter Optimization.
Proceedings of the Swarm, Evolutionary, and Memetic Computing, 2011

Cricket Team Selection Using Evolutionary Multi-objective Optimization.
Proceedings of the Swarm, Evolutionary, and Memetic Computing, 2011

Multi-objective path planning using spline representation.
Proceedings of the 2011 IEEE International Conference on Robotics and Biomimetics, 2011

KKT proximity measure for testing convergence in smooth multi-objective optimization.
Proceedings of the 13th Annual Genetic and Evolutionary Computation Conference, 2011

An EA-based approach to design optimization using evidence theory.
Proceedings of the 13th Annual Genetic and Evolutionary Computation Conference, 2011

Multi-objective design and analysis of robot gripper configurations using an evolutionary-classical approach.
Proceedings of the 13th Annual Genetic and Evolutionary Computation Conference, 2011

Quantitative modeling of customer perception from service data using evolutionary optimization.
Proceedings of the 13th Annual Genetic and Evolutionary Computation Conference, 2011

Design knowledge extraction in multi-objective optimization problems.
Proceedings of the 13th Annual Genetic and Evolutionary Computation Conference, 2011

Bi-objective Portfolio Optimization Using a Customized Hybrid NSGA-II Procedure.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2011

A Bi-objective Based Hybrid Evolutionary-Classical Algorithm for Handling Equality Constraints.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2011

Automated Innovization for Simultaneous Discovery of Multiple Rules in Bi-objective Problems.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2011

Higher-level innovization: A case study from Friction Stir Welding process optimization.
Proceedings of the IEEE Congress on Evolutionary Computation, 2011

Modified SBX and adaptive mutation for real world single objective optimization.
Proceedings of the IEEE Congress on Evolutionary Computation, 2011

Multi-objective Optimisation and Multi-criteria Decision Making for FDM Using Evolutionary Approaches.
Proceedings of the Multi-objective Evolutionary Optimisation for Product Design and Manufacturing., 2011

Simulation-Based Innovization Using Data Mining for Production Systems Analysis.
Proceedings of the Multi-objective Evolutionary Optimisation for Product Design and Manufacturing., 2011

Multi-objective Optimisation Using Evolutionary Algorithms: An Introduction.
Proceedings of the Multi-objective Evolutionary Optimisation for Product Design and Manufacturing., 2011

Product Portfolio Selection of Designs Through an Analysis of Lower-Dimensional Manifolds and Identification of Common Properties.
Proceedings of the Multi-objective Evolutionary Optimisation for Product Design and Manufacturing., 2011

2010
An Interactive Evolutionary Multiobjective Optimization Method Based on Progressively Approximated Value Functions.
IEEE Trans. Evol. Comput., 2010

Toward an Estimation of Nadir Objective Vector Using a Hybrid of Evolutionary and Local Search Approaches.
IEEE Trans. Evol. Comput., 2010

Guest Editorial Special Issue on Preference-Based Multiobjective Evolutionary Algorithms.
IEEE Trans. Evol. Comput., 2010

An Efficient and Accurate Solution Methodology for Bilevel Multi-Objective Programming Problems Using a Hybrid Evolutionary-Local-Search Algorithm.
Evol. Comput., 2010

An interactive evolutionary multi-objective optimization and decision making procedure.
Appl. Soft Comput., 2010

A Genetic Algorithm Based Augmented Lagrangian Method for Computationally Fast Constrained Optimization.
Proceedings of the Swarm, Evolutionary, and Memetic Computing, 2010

Multi-objective Performance Optimization of Thermo-Electric Coolers Using Dimensional Structural Parameters.
Proceedings of the Swarm, Evolutionary, and Memetic Computing, 2010

Towards a Link between Knee Solutions and Preferred Solution Methodologies.
Proceedings of the Swarm, Evolutionary, and Memetic Computing, 2010

Hybrid Search for Faster Production and Safer Process Conditions in Friction Stir Welding.
Proceedings of the Simulated Evolution and Learning - 8th International Conference, 2010

Bayesian Reliability Analysis under Incomplete Information Using Evolutionary Algorithms.
Proceedings of the Simulated Evolution and Learning - 8th International Conference, 2010

A Bi-criterion Approach to Multimodal Optimization: Self-adaptive Approach.
Proceedings of the Simulated Evolution and Learning - 8th International Conference, 2010

Improving Differential Evolution by Altering Steps in EC.
Proceedings of the Simulated Evolution and Learning - 8th International Conference, 2010

An Interactive Evolutionary Multi-objective Optimization Method Based on Polyhedral Cones.
Proceedings of the Learning and Intelligent Optimization, 4th International Conference, 2010

Investigating EA solutions for approximate KKT conditions in smooth problems.
Proceedings of the Genetic and Evolutionary Computation Conference, 2010

Evolutionary multi-objective optimization and decision making for selective laser sintering.
Proceedings of the Genetic and Evolutionary Computation Conference, 2010

Evolutionary algorithms in large-scale open pit mine scheduling.
Proceedings of the Genetic and Evolutionary Computation Conference, 2010

Finding multiple solutions for multimodal optimization problems using a multi-objective evolutionary approach.
Proceedings of the Genetic and Evolutionary Computation Conference, 2010

Development of efficient particle swarm optimizers by using concepts from evolutionary algorithms.
Proceedings of the Genetic and Evolutionary Computation Conference, 2010

Evolutionary multi-criterion optimization.
Proceedings of the Genetic and Evolutionary Computation Conference, 2010

Progressively interactive evolutionary multi-objective optimization method using generalized polynomial value functions.
Proceedings of the IEEE Congress on Evolutionary Computation, 2010

Hybrid gradient projection based Genetic Algorithms for constrained optimization.
Proceedings of the IEEE Congress on Evolutionary Computation, 2010

Comparing lbest PSO niching algorithms using different position update rules.
Proceedings of the IEEE Congress on Evolutionary Computation, 2010

A fast and accurate solution of constrained optimization problems using a hybrid bi-objective and penalty function approach.
Proceedings of the IEEE Congress on Evolutionary Computation, 2010

Automated discovery of vital knowledge from Pareto-optimal solutions: First results from engineering design.
Proceedings of the IEEE Congress on Evolutionary Computation, 2010

Parallelization of binary and real-coded genetic algorithms on GPU using CUDA.
Proceedings of the IEEE Congress on Evolutionary Computation, 2010

Recent Developments in Evolutionary Multi-Objective Optimization.
Proceedings of the Trends in Multiple Criteria Decision Analysis, 2010

2009
Optimal Strategies of the Iterated Prisoner's Dilemma Problem for Multiple Conflicting Objectives.
IEEE Trans. Evol. Comput., 2009

Reliability-Based Optimization Using Evolutionary Algorithms.
IEEE Trans. Evol. Comput., 2009

Portfolio optimization with an envelope-based multi-objective evolutionary algorithm.
Eur. J. Oper. Res., 2009

A Classical-cum-Evolutionary Multi-objective Optimization for Optimal Machining Parameters.
Proceedings of the World Congress on Nature & Biologically Inspired Computing, 2009

Simulation Studies on a Genetic Algorithm Based Tomographic Reconstruction Using Time-of-Flight Data from Ultrasound Transmission Tomography.
Proceedings of the Adaptive and Natural Computing Algorithms, 9th International Conference, 2009

Solving Bilevel Multi-Objective Optimization Problems Using Evolutionary Algorithms.
Proceedings of the Evolutionary Multi-Criterion Optimization, 5th International Conference, 2009

A Hybrid Integrated Multi-Objective Optimization Procedure for Estimating Nadir Point.
Proceedings of the Evolutionary Multi-Criterion Optimization, 5th International Conference, 2009

09041 Abstracts Collection - Hybrid and Robust Approaches to Multiobjective Optimization.
Proceedings of the Hybrid and Robust Approaches to Multiobjective Optimization, 18.01., 2009

09041 Working Group on EMO for Robust Multiobjective Optimization (1st Round).
Proceedings of the Hybrid and Robust Approaches to Multiobjective Optimization, 18.01., 2009

09041 Summary - Hybrid and Robust Approaches to Multiobjective Optimization.
Proceedings of the Hybrid and Robust Approaches to Multiobjective Optimization, 18.01., 2009

Performance assessment of the hybrid Archive-based Micro Genetic Algorithm (AMGA) on the CEC09 test problems.
Proceedings of the IEEE Congress on Evolutionary Computation, 2009

Local search based evolutionary multi-objective optimization algorithm for constrained and unconstrained problems.
Proceedings of the IEEE Congress on Evolutionary Computation, 2009

Constrained many-objective optimization: A way forward.
Proceedings of the IEEE Congress on Evolutionary Computation, 2009

Comparing GA with MART to tomographic reconstruction of ultrasound images with and without noisy input data.
Proceedings of the IEEE Congress on Evolutionary Computation, 2009

Constructing test problems for bilevel evolutionary multi-objective optimization.
Proceedings of the IEEE Congress on Evolutionary Computation, 2009

Optimization of the sizing of a solar thermal electricity plant: Mathematical programming versus genetic algorithms.
Proceedings of the IEEE Congress on Evolutionary Computation, 2009

2008
A Simulated Annealing-Based Multiobjective Optimization Algorithm: AMOSA.
IEEE Trans. Evol. Comput., 2008

A multi-objective evolutionary algorithm to exploit the similarities of resource allocation problems.
J. Sched., 2008

Multiple Criteria Decision Making, Multiattribute Utility Theory: Recent Accomplishments and What Lies Ahead.
Manag. Sci., 2008

Scope of stationary multi-objective evolutionary optimization: a case study on a hydro-thermal power dispatch problem.
J. Glob. Optim., 2008

Interleaving Guidance in Evolutionary Multi-Objective Optimization.
J. Comput. Sci. Technol., 2008

Omni-optimizer: A generic evolutionary algorithm for single and multi-objective optimization.
Eur. J. Oper. Res., 2008

A Local Search Based Evolutionary Multi-objective Optimization Approach for Fast and Accurate Convergence.
Proceedings of the Parallel Problem Solving from Nature, 2008

Discrete Time-Cost Tradeoff with a Novel Hybrid Meta-Heuristic.
Proceedings of the Multiple Criteria Decision Making for Sustainable Energy and Transportation Systems, 2008

Nadir Point Estimation Using Evolutionary Approaches: Better Accuracy and Computational Speed Through Focused Search.
Proceedings of the Multiple Criteria Decision Making for Sustainable Energy and Transportation Systems, 2008

Faster Hypervolume-Based Search Using Monte Carlo Sampling.
Proceedings of the Multiple Criteria Decision Making for Sustainable Energy and Transportation Systems, 2008

Visualizing multi-dimensional pareto-optimal fronts with a 3D virtual reality system.
Proceedings of the International Multiconference on Computer Science and Information Technology, 2008

Multi-Objective Optimization of Surface Grinding Process Using NSGA II.
Proceedings of the First International Conference on Emerging Trends in Engineering and Technology, 2008

Evolutionary multiobjective optimization.
Proceedings of the Genetic and Evolutionary Computation Conference, 2008

AMGA: an archive-based micro genetic algorithm for multi-objective optimization.
Proceedings of the Genetic and Evolutionary Computation Conference, 2008

A domain-specific crossover and a helper objective for generating minimum weight compliant mechanisms.
Proceedings of the Genetic and Evolutionary Computation Conference, 2008

Applicability of genetic algorithms to reconstruction of projected data from ultrasonic tomography.
Proceedings of the Genetic and Evolutionary Computation Conference, 2008

A robust evolutionary framework for multi-objective optimization.
Proceedings of the Genetic and Evolutionary Computation Conference, 2008

In search of no-loss strategies for the game of tic-tac-toe using a customized genetic algorithm.
Proceedings of the Genetic and Evolutionary Computation Conference, 2008

Future Challenges.
Proceedings of the Multiobjective Optimization, 2008

Introduction to Evolutionary Multiobjective Optimization.
Proceedings of the Multiobjective Optimization, 2008

Towards generating diverse topologies of path tracing compliant mechanisms using a local search based multi-objective genetic algorithm procedure.
Proceedings of the IEEE Congress on Evolutionary Computation, 2008

Dimensionality reduction of objectives and constraints in multi-objective optimization problems: A system design perspective.
Proceedings of the IEEE Congress on Evolutionary Computation, 2008

Design and validation of a hybrid interactive reference point method for multi-objective optimization.
Proceedings of the IEEE Congress on Evolutionary Computation, 2008

Deciphering innovative principles for optimal electric brushless D.C. permanent magnet motor design.
Proceedings of the IEEE Congress on Evolutionary Computation, 2008

Introduction: Problem Solving, EC and EMO.
Proceedings of the Multiobjective Problem Solving from Nature, 2008

Innovization: Discovery of Innovative Design Principles Through Multiobjective Evolutionary Optimization.
Proceedings of the Multiobjective Problem Solving from Nature, 2008

On Handling a Large Number of Objectives A Posteriori and During Optimization.
Proceedings of the Multiobjective Problem Solving from Nature, 2008

2007
An Evolutionary Multi-objective Adaptive Meta-modeling Procedure Using Artificial Neural Networks.
Proceedings of the Evolutionary Computation in Dynamic and Uncertain Environments, 2007

Evolutionary Multi-Objective Optimization Without Additional Parameters.
Proceedings of the Parameter Setting in Evolutionary Algorithms, 2007

Multi-Objective Evolutionary Algorithm for University Class Timetabling Problem.
Proceedings of the Evolutionary Scheduling, 2007

On finding multiple Pareto-optimal solutions using classical and evolutionary generating methods.
Eur. J. Oper. Res., 2007

Interplanetary Trajectory Optimization with Swing-Bys Using Evolutionary Multi-objective Optimization.
Proceedings of the Advances in Computation and Intelligence, 2007

A Hybrid Evolutionary Multi-objective and SQP Based Procedure for Constrained Optimization.
Proceedings of the Advances in Computation and Intelligence, 2007

Self-adaptive simulated binary crossover for real-parameter optimization.
Proceedings of the Genetic and Evolutionary Computation Conference, 2007

Interactive evolutionary multi-objective optimization and decision-making using reference direction method.
Proceedings of the Genetic and Evolutionary Computation Conference, 2007

Evolutionary practical optimization.
Proceedings of the Genetic and Evolutionary Computation Conference, 2007

Non-linear Dimensionality Reduction Procedures for Certain Large-Dimensional Multi-objective Optimization Problems: Employing Correntropy and a Novel Maximum Variance Unfolding.
Proceedings of the Evolutionary Multi-Criterion Optimization, 4th International Conference, 2007

Reliability-Based Multi-objective Optimization Using Evolutionary Algorithms.
Proceedings of the Evolutionary Multi-Criterion Optimization, 4th International Conference, 2007

Dynamic Multi-objective Optimization and Decision-Making Using Modified NSGA-II: A Case Study on Hydro-thermal Power Scheduling.
Proceedings of the Evolutionary Multi-Criterion Optimization, 4th International Conference, 2007

I-MODE: An Interactive Multi-objective Optimization and Decision-Making Using Evolutionary Methods.
Proceedings of the Evolutionary Multi-Criterion Optimization, 4th International Conference, 2007

Multi-objective Evolutionary Algorithms for Resource Allocation Problems.
Proceedings of the Evolutionary Multi-Criterion Optimization, 4th International Conference, 2007

Hybridization of SBX based NSGA-II and sequential quadratic programming for solving multi-objective optimization problems.
Proceedings of the IEEE Congress on Evolutionary Computation, 2007

Trading on infeasibility by exploiting constraint's criticality through multi-objectivization: A system design perspective.
Proceedings of the IEEE Congress on Evolutionary Computation, 2007

Three-dimensional offline path planning for UAVs using multiobjective evolutionary algorithms.
Proceedings of the IEEE Congress on Evolutionary Computation, 2007

A hybrid multi-objective optimization procedure using PCX based NSGA-II and sequential quadratic programming.
Proceedings of the IEEE Congress on Evolutionary Computation, 2007

NEMO: neural enhancement for multiobjective optimization.
Proceedings of the IEEE Congress on Evolutionary Computation, 2007

Finding trade-off solutions close to KKT points using evolutionary multi-objective optimization.
Proceedings of the IEEE Congress on Evolutionary Computation, 2007

Light beam search based multi-objective optimization using evolutionary algorithms.
Proceedings of the IEEE Congress on Evolutionary Computation, 2007

Reliability-based optimization for multiple constraints with evolutionary algorithms.
Proceedings of the IEEE Congress on Evolutionary Computation, 2007

The sequential optimization-constraint multi-objective problem and its applications for robust planning of robot paths.
Proceedings of the IEEE Congress on Evolutionary Computation, 2007

A novel fuzzy and multiobjective evolutionary algorithm based gene assignment for clustering short time series expression data.
Proceedings of the IEEE Congress on Evolutionary Computation, 2007

A Reliable Classification of Gene Clusters for Cancer Samples Using a Hybrid Multi-Objective Evolutionary Procedure.
Proceedings of the Analysis of Biological Data: A Soft Computing Approach, 2007

2006
Introducing Robustness in Multi-Objective Optimization.
Evol. Comput., 2006

A Computational Method for Viewing Molecular Interactions in Docking.
Proceedings of the Pixelization Paradigm, First Visual Information Expert Workshop, 2006

Dual Guidance in Evolutionary Multi-objective Optimization by Localization.
Proceedings of the Simulated Evolution and Learning, 6th International Conference, 2006

A Fast and Effective Method for Pruning of Non-dominated Solutions in Many-Objective Problems.
Proceedings of the Parallel Problem Solving from Nature, 2006

Comparison of multi-modal optimization algorithms based on evolutionary algorithms.
Proceedings of the Genetic and Evolutionary Computation Conference, 2006

Multi-objective test problems, linkages, and evolutionary methodologies.
Proceedings of the Genetic and Evolutionary Computation Conference, 2006

Innovization: innovating design principles through optimization.
Proceedings of the Genetic and Evolutionary Computation Conference, 2006

Reference point based multi-objective optimization using evolutionary algorithms.
Proceedings of the Genetic and Evolutionary Computation Conference, 2006

Towards estimating nadir objective vector using evolutionary approaches.
Proceedings of the Genetic and Evolutionary Computation Conference, 2006

06501 Abstracts Collection - Practical Approaches to Multi-Objective Optimization.
Proceedings of the Practical Approaches to Multi-Objective Optimization, 10.12., 2006

A Population-Based, Parent Centric Procedure for Constrained Real-Parameter Optimization.
Proceedings of the IEEE International Conference on Evolutionary Computation, 2006

Improved Pruning of Non-Dominated Solutions Based on Crowding Distance for Bi-Objective Optimization Problems.
Proceedings of the IEEE International Conference on Evolutionary Computation, 2006

Stochastic Evolutionary Multiobjective Environmental/Economic Dispatch.
Proceedings of the IEEE International Conference on Evolutionary Computation, 2006

Ergonomic Design of an Optimal Hindi Keyboard for Convenient Use.
Proceedings of the IEEE International Conference on Evolutionary Computation, 2006

2005
A population-based algorithm-generator for real-parameter optimization.
Soft Comput., 2005

Evaluating the epsilon-Domination Based Multi-Objective Evolutionary Algorithm for a Quick Computation of Pareto-Optimal Solutions.
Evol. Comput., 2005

Novel composition test functions for numerical global optimization.
Proceedings of the 2005 IEEE Swarm Intelligence Symposium, 2005

I-EMO: An Interactive Evolutionary Multi-objective Optimization Tool.
Proceedings of the Pattern Recognition and Machine Intelligence, 2005

Comparing Classical Generating Methods with an Evolutionary Multi-objective Optimization Method.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2005

Evolutionary Multi-objective Environmental/Economic Dispatch: Stochastic Versus Deterministic Approaches.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2005

Omni-optimizer: A Procedure for Single and Multi-objective Optimization.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2005

Searching for Robust Pareto-Optimal Solutions in Multi-objective Optimization.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2005

On Properly Pareto Optimal Solutions.
Proceedings of the Practical Approaches to Multi-Objective Optimization, 2005

A Tutorial on Evolutionary Multi-Objective Optimization (EMO).
Proceedings of the Practical Approaches to Multi-Objective Optimization, 2005

04461 Abstracts Collection - Practical Approaches to Multi-Objective Optimization.
Proceedings of the Practical Approaches to Multi-Objective Optimization, 2005

04461 Summary - Practical Approaches to Multi-Criterion Optimization.
Proceedings of the Practical Approaches to Multi-Objective Optimization, 2005

A population-based, steady-state procedure for real-parameter optimization.
Proceedings of the IEEE Congress on Evolutionary Computation, 2005

Handling constraints in robust multi-objective optimization.
Proceedings of the IEEE Congress on Evolutionary Computation, 2005

Scalable Test Problems for Evolutionary Multiobjective Optimization.
Proceedings of the Evolutionary Multiobjective Optimization, 2005

2004
Dynamic multiobjective optimization problems: test cases, approximations, and applications.
IEEE Trans. Evol. Comput., 2004

Finding Knees in Multi-objective Optimization.
Proceedings of the Parallel Problem Solving from Nature, 2004

Efficiently Solving: A Large-Scale Integer Linear Program Using a Customized Genetic Algorithm.
Proceedings of the Genetic and Evolutionary Computation, 2004

Unveiling Optimal Operating Conditions for an Epoxy Polymerization Process Using Multi-objective Evolutionary Computation.
Proceedings of the Genetic and Evolutionary Computation, 2004

Optimal Operating Conditions for Overhead Crane Maneuvering Using Multi-objective Evolutionary Algorithms.
Proceedings of the Genetic and Evolutionary Computation, 2004

Multiclass protein fold recognition using multiobjective evolutionary algorithms.
Proceedings of the 2004 IEEE Symposium on Computational Intelligence in Bioinformatics and Computational Biology, 2004

Parallelizing multi-objective evolutionary algorithms: cone separation.
Proceedings of the IEEE Congress on Evolutionary Computation, 2004

2003
Identification of Multiple Gene Subsets Using Multi-objective Evolutionary Algorithms.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2003

Performance Scaling of Multi-objective Evolutionary Algorithms.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2003

Dynamic Multiobjective Optimization Problems: Test Cases, Approximation, and Applications.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2003

Distributed Computing of Pareto-Optimal Solutions with Evolutionary Algorithms.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2003

Towards a Quick Computation of Well-Spread Pareto-Optimal Solutions.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2003

Searching under Multi-evolutionary Pressures.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2003

Computationally effective search and optimization procedure using coarse to fine approximations.
Proceedings of the IEEE Congress on Evolutionary Computation, 2003

Large-Scale Scheduling of Casting Sequences Using a Customized Genetic Algorithm.
Proceedings of the Artificial Evolution, 2003

2002
A fast and elitist multiobjective genetic algorithm: NSGA-II.
IEEE Trans. Evol. Comput., 2002

Optimal path and gait generations simultaneously of a six-legged robot using a GA-fuzzy approach.
Robotics Auton. Syst., 2002

Combining Convergence and Diversity in Evolutionary Multiobjective Optimization.
Evol. Comput., 2002

A Computationally Efficient Evolutionary Algorithm for Real-Parameter Optimization.
Evol. Comput., 2002

Evaluating Evolutionary Multi-objective Optimization Algorithms using Running Performance Metrics.
Proceedings of the Recent Advances in Simulated Evolution and Learning [extended and revised papers selected from the 4th Asia-Pacific Conference on Simulated Evolution and Learning, 2002

Running Time Analysis of Multi-objective Evolutionary Algorithms on a Simple Discrete Optimization Problem.
Proceedings of the Parallel Problem Solving from Nature, 2002

Archiving With Guaranteed Convergence And Diversity In Multi-objective Optimization.
Proceedings of the GECCO 2002: Proceedings of the Genetic and Evolutionary Computation Conference, 2002

An evolutionary algorithm for constrained multi-objective optimization.
Proceedings of the 2002 Congress on Evolutionary Computation, 2002

Scalable multi-objective optimization test problems.
Proceedings of the 2002 Congress on Evolutionary Computation, 2002

Genetic-Fuzzy Approach in Robot Motion Planning Revisited: Rigorous Testing and towards an Implementation.
Proceedings of the Advances in Soft Computing, 2002

2001
On self-adaptive features in real-parameter evolutionary algorithms.
IEEE Trans. Evol. Comput., 2001

Nonlinear goal programming using multi-objective genetic algorithms.
J. Oper. Res. Soc., 2001

Self-Adaptive Genetic Algorithms with Simulated Binary Crossover.
Evol. Comput., 2001

Constrained Test Problems for Multi-objective Evolutionary Optimization.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2001

A Hybrid Multi-objective Evolutionary Approach to Engineering Shape Design.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2001

Controlled Elitist Non-dominated Sorting Genetic Algorithms for Better Convergence.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2001

Multi-objective optimization using evolutionary algorithms.
Wiley-Interscience series in systems and optimization, Wiley, ISBN: 978-0-471-87339-6, 2001

2000
Test-case generator for nonlinear continuous parameter optimization techniques.
IEEE Trans. Evol. Comput., 2000

Comparison of Multiobjective Evolutionary Algorithms: Empirical Results.
Evol. Comput., 2000

Optimal turning gait of a six-legged robot using a GA-fuzzy approach.
Artif. Intell. Eng. Des. Anal. Manuf., 2000

Mechanical Component Design for Multiple Objectives Using Elitist Non-dominated Sorting GA.
Proceedings of the Parallel Problem Solving from Nature, 2000

A Fast Elitist Non-dominated Sorting Genetic Algorithm for Multi-objective Optimisation: NSGA-II.
Proceedings of the Parallel Problem Solving from Nature, 2000

On the Desired Behaviors of Self-Adaptive Evolutionary Algorithms.
Proceedings of the Parallel Problem Solving from Nature, 2000

1999
Genetic Programming 1998: Proceedings of the Third Annual Conference.
IEEE Trans. Evol. Comput., 1999

A genetic-fuzzy approach for mobile robot navigation among moving obstacles.
Int. J. Approx. Reason., 1999

Multi-objective Genetic Algorithms: Problem Difficulties and Construction of Test Problems.
Evol. Comput., 1999

A Niched-Penalty Approach for Constraint Handling in Genetic Algorithms.
Proceedings of the International Conference on Artificial Neural Nets and Genetic Algorithms, 1999

Self-Adaptation in Real-Parameter Genetic Algorithms with Simulated Binary Crossover.
Proceedings of the Genetic and Evolutionary Computation Conference (GECCO 1999), 1999

Construction of Test Problems for Multi-Objective Optimization.
Proceedings of the Genetic and Evolutionary Computation Conference (GECCO 1999), 1999

Model-Based Object Recognition from a Complex Binary Imagery Using Genetic Algorithm.
Proceedings of the Evolutionary Image Analysis, 1999

Fuzzy-genetic algorithms and mobile robot navigation among static obstacles.
Proceedings of the 1999 Congress on Evolutionary Computation, 1999

An alternative constraint handling method for evolution strategies.
Proceedings of the 1999 Congress on Evolutionary Computation, 1999

Towards understanding constraint-handling methods in evolutionary algorithms.
Proceedings of the 1999 Congress on Evolutionary Computation, 1999

Solving goal programming problems using multi-objective genetic algorithms.
Proceedings of the 1999 Congress on Evolutionary Computation, 1999

1998
Time Scheduling of Transit Systems With Transfer Considerations Using Genetic Algorithms.
Evol. Comput., 1998

Learning to Avoid Moving Obstacles Optimally for Mobile Robots Using a Genetic-Fuzzy Approach.
Proceedings of the Parallel Problem Solving from Nature, 1998

Analytic Curve Detection from a Noisy Binary Edge Map Using Genetic Algorithm.
Proceedings of the Parallel Problem Solving from Nature, 1998

Understanding Interactions among Genetic Algorithm Parameters.
Proceedings of the Fifth Workshop on Foundations of Genetic Algorithms, 1998

1997
Car Suspension Design for Comfort Using Genetic Algorithm.
Proceedings of the 7th International Conference on Genetic Algorithms, 1997

Optimizing Engineering Designs Using a Combined Genetic Search.
Proceedings of the 7th International Conference on Genetic Algorithms, 1997

1996
Analysis of Selection Algorithms: A Markov Chain Approach.
Evol. Comput., 1996

1995
Real-coded Genetic Algorithms with Simulated Binary Crossover: Studies on Multimodal and Multiobjective Problems.
Complex Syst., 1995

Simulated Binary Crossover for Continuous Search Space.
Complex Syst., 1995

1994
Multiobjective Optimization Using Nondominated Sorting in Genetic Algorithms.
Evol. Comput., 1994

Implicit Niching in a Learning Classifier System: Nature's Way.
Evol. Comput., 1994

Long Path Problems.
Proceedings of the Parallel Problem Solving from Nature, 1994

1993
Multimodal Deceptive Functions.
Complex Syst., 1993

Sufficient Conditions for Deceptive and Easy Binary Functions.
Ann. Math. Artif. Intell., 1993

RapidAccurate Optimization of Difficult Problems Using Fast Messy Genetic Algorithms.
Proceedings of the 5th International Conference on Genetic Algorithms, 1993

1992
Genetic Algorithms, Noise, and the Sizing of Populations.
Complex Syst., 1992

Ordering Genetic Algorithms and Deception.
Proceedings of the Parallel Problem Solving from Nature 2, 1992

Massive Multimodality, Deception, and Genetic Algorithms.
Proceedings of the Parallel Problem Solving from Nature 2, 1992

Accounting for Noise in the Sizing of Populations.
Proceedings of the Second Workshop on Foundations of Genetic Algorithms. Vail, 1992

Analyzing Deception in Trap Functions.
Proceedings of the Second Workshop on Foundations of Genetic Algorithms. Vail, 1992

1991
Complex Systems: Errata and Changes Volumes 3 and 4.
Complex Syst., 1991

Don't Worry, Be Messy.
Proceedings of the 4th International Conference on Genetic Algorithms, 1991

1990
Messy Genetic Algorithms Revisited: Studies in Mixed Size and Scale.
Complex Syst., 1990

A Comparative Analysis of Selection Schemes Used in Genetic Algorithms.
Proceedings of the First Workshop on Foundations of Genetic Algorithms. Bloomington Campus, 1990

1989
Messy Genetic Algorithms: Motivation, Analysis, and First Results.
Complex Syst., 1989

An Investigation of Niche and Species Formation in Genetic Function Optimization.
Proceedings of the 3rd International Conference on Genetic Algorithms, 1989


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