Giuseppe Nicosia

Orcid: 0000-0002-0650-3157

Affiliations:
  • University of Catania, Italy


According to our database1, Giuseppe Nicosia authored at least 95 papers between 2001 and 2024.

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Bibliography

2024
Fragility, robustness and antifragility in deep learning.
Artif. Intell., February, 2024

2023
Adaptive search space decomposition method for pre- and post-buckling analyses of space truss structures.
Eng. Appl. Artif. Intell., 2023

Sensitivity Analysis for Feature Importance in Predicting Alzheimer's Disease.
Proceedings of the Machine Learning, Optimization, and Data Science, 2023

Improved Filter-Based Feature Selection Using Correlation and Clustering Techniques.
Proceedings of the Machine Learning, Optimization, and Data Science, 2023

2022
Guest Editorial: Deep Learning For Genomics.
IEEE ACM Trans. Comput. Biol. Bioinform., 2022

Assessing ranking and effectiveness of evolutionary algorithm hyperparameters using global sensitivity analysis methodologies.
Swarm Evol. Comput., 2022

Backpropagation Neural Tree.
Neural Networks, 2022

Deep Neural Networks as Complex Networks.
CoRR, 2022

Inferring Pathological Metabolic Patterns in Breast Cancer Tissue from Genome-Scale Models.
Proceedings of the Machine Learning, Optimization, and Data Science, 2022

2021
Distilling Financial Models by Symbolic Regression.
Proceedings of the Machine Learning, Optimization, and Data Science, 2021

Multivariate LSTM for Stock Market Volatility Prediction.
Proceedings of the Machine Learning, Optimization, and Data Science, 2021

Sensitivity Analysis for Deep Learning: Ranking Hyper-parameter Influence.
Proceedings of the 33rd IEEE International Conference on Tools with Artificial Intelligence, 2021

Characterizing Learning Dynamics of Deep Neural Networks via Complex Networks.
Proceedings of the 33rd IEEE International Conference on Tools with Artificial Intelligence, 2021

Adversarial Robustness in Deep Learning: Attacks on Fragile Neurons.
Proceedings of the Artificial Neural Networks and Machine Learning - ICANN 2021, 2021

2020
Guest Editorial Data Science in Smart Healthcare: Challenges and Opportunities.
IEEE J. Biomed. Health Informatics, 2020

Pareto Multi-task Deep Learning.
Proceedings of the Artificial Neural Networks and Machine Learning - ICANN 2020, 2020

Multi-Objective Optimisation of Multi-Output Neural Trees.
Proceedings of the IEEE Congress on Evolutionary Computation, 2020

2019
Multi-objective optimization of genome-scale metabolic models: the case of ethanol production.
Ann. Oper. Res., 2019

Assessing Algorithm Parameter Importance Using Global Sensitivity Analysis.
Proceedings of the Analysis of Experimental Algorithms - Special Event, 2019

Multi-task Learning by Pareto Optimality.
Proceedings of the Machine Learning, Optimization, and Data Science, 2019

2018
Conformational Sampling of a Biomolecular Rugged Energy Landscape.
IEEE ACM Trans. Comput. Biol. Bioinform., 2018

Enhancing quantum efficiency of thin-film silicon solar cells by Pareto optimality.
J. Glob. Optim., 2018

2017
Multi-objective optimization and analysis for the design space exploration of analog circuits and solar cells.
Eng. Appl. Artif. Intell., 2017

2016
Metabolic Circuit Design Automation by Multi-objective BioCAD.
Proceedings of the Machine Learning, Optimization, and Big Data, 2016

2015
Analysis and design of molecular machines.
Theor. Comput. Sci., 2015

Pareto Optimal Design for Synthetic Biology.
IEEE Trans. Biomed. Circuits Syst., 2015

Advances in Artificial Life: Synthesis and Simulation of Living Systems: Editorial.
Artif. Life, 2015

Characterization of the \#k # k -SAT Problem in Terms of Connected Components.
Proceedings of the Machine Learning, Optimization, and Big Data, 2015

Automatic Tuning of Algorithms Through Sensitivity Minimization.
Proceedings of the Machine Learning, Optimization, and Big Data, 2015

Multi-objective Modeling of Ground Deformation and Gravity Changes of Volcanic Eruptions.
Proceedings of the Machine Learning, Optimization, and Big Data, 2015

2014
Satisfiability by Maxwell-Boltzmann and Bose-Einstein Statistical Distributions.
ACM J. Exp. Algorithmics, 2014

Programming Living Machines: The Case Study of Escherichia Coli.
Proceedings of the Biomimetic and Biohybrid Systems - Third International Conference, 2014

2013
Pareto Optimality in Organelle Energy Metabolism Analysis.
IEEE ACM Trans. Comput. Biol. Bioinform., 2013

Design and strain selection criteria for bacterial communication networks.
Nano Commun. Networks, 2013

Semiconductor device design using the BiMADS algorithm.
J. Comput. Phys., 2013

Bose-Einstein condensation in satisfiability problems.
Eur. J. Oper. Res., 2013

Multi objective design for bacterial communication networks.
Proceedings of the IEEE International Conference on Communications, 2013

Pareto epsilon-dominance and identifiable solutions for BioCAD modeling.
Proceedings of the 50th Annual Design Automation Conference 2013, 2013

2012
Clonal selection: an immunological algorithm for global optimization over continuous spaces.
J. Glob. Optim., 2012

How to Compute with Metabolism in Bacteria?
ERCIM News, 2012

OREMPdb: a semantic dictionary of computational pathway models.
BMC Bioinform., 2012

Robust design of microbial strains.
Bioinform., 2012

Global Optimization for Algebraic Geometry - Computing Runge-Kutta Methods.
Proceedings of the Learning and Intelligent Optimization - 6th International Conference, 2012

Multi-objective Optimisation, Sensitivity and Robustness Analysis in FBA Modelling.
Proceedings of the Computational Methods in Systems Biology, 2012

Computing with Metabolic Machines.
Proceedings of the Turing-100, 2012

2011
On discrete models and immunological algorithms for protein structure prediction.
Nat. Comput., 2011

Computational energy-based redesign of robust proteins.
Comput. Chem. Eng., 2011

Design of Robust Space Trajectories.
Proceedings of the Research and Development in Intelligent Systems XXVIII, 2011

Large Scale Agent-Based Modeling of the Humoral and Cellular Immune Response.
Proceedings of the Artificial Immune Systems - 10th International Conference, 2011

Effective calibration of artificial gene regulatory networks.
Proceedings of the Advances in Artificial Life: 20th Anniversary Edition, 2011

Design of robust metabolic pathways.
Proceedings of the 48th Design Automation Conference, 2011

2010
Special issue on Nature Inspired Cooperative Strategies for Optimisation (NICSO).
Nat. Comput., 2010

An Immunological Algorithm for Doping Profile Optimization in Semiconductors Design.
Proceedings of the Artificial Immune Systems, 9th International Conference, 2010

An Information-Theoretic Approach for Clonal Selection Algorithms.
Proceedings of the Artificial Immune Systems, 9th International Conference, 2010

Multi-objective optimization of doping profile in semiconductor design.
Proceedings of the Genetic and Evolutionary Computation Conference, 2010

Effective design of semiconductor devices using evolutionary-based derivative free optimization.
Proceedings of the IEEE Congress on Evolutionary Computation, 2010

Entropic divergence for population based optimization algorithms.
Proceedings of the IEEE Congress on Evolutionary Computation, 2010

Analysis and Optimization of C3 Photosynthetic Carbon Metabolism.
Proceedings of the 10th IEEE International Conference on Bioinformatics and Bioengineering, 2010

2009
A Design-for-Yield Algorithm to Assess and Improve the Structural and Energetic Robustness of Proteins and Drugs.
Proceedings of the Experimental Algorithms, 8th International Symposium, 2009

Nominal-Yield-Area Tradeoff in Automatic Synthesis of Analog Circuits: A Genetic Programming Approach Using Immune-Inspired Operators.
Proceedings of the NASA/ESA Conference on Adaptive Hardware and Systems, 2009

2008
Artificial Immune Systems in Bioinformatics.
Proceedings of the Computational Intelligence in Biomedicine and Bioinformatics, 2008

An evolutionary algorithm-based approach to robust analog circuit design using constrained multi-objective optimization.
Knowl. Based Syst., 2008

An Advanced Clonal Selection Algorithm with Ad-Hoc Network-Based Hypermutation Operators for Synthesis of Topology and Sizing of Analog Electrical Circuits.
Proceedings of the Artificial Immune Systems, 7th International Conference, 2008

Robust parameter identification for biological circuit calibration.
Proceedings of the 8th IEEE International Conference on Bioinformatics and Bioengineering, 2008

Computational Studies of Peptide and Protein Structure Prediction Problems via Multiobjective Evolutionary Algorithms.
Proceedings of the Multiobjective Problem Solving from Nature, 2008

2007
An Immune Algorithm for Protein Structure Prediction on Lattice Models.
IEEE Trans. Evol. Comput., 2007

Determination of protein structure and dynamics combining immune algorithms and pattern search methods.
Nat. Comput., 2007

An immune algorithm with stochastic aging and kullback entropy for the chromatic number problem.
J. Comb. Optim., 2007

Generalized Pattern Search and Mesh Adaptive Direct Search Algorithms for Protein Structure Prediction.
Proceedings of the Algorithms in Bioinformatics, 7th International Workshop, 2007

Experimental Analysis of the Aging Operator for Static and Dynamic Optimisation Problems.
Proceedings of the Knowledge-Based Intelligent Information and Engineering Systems, 2007

Immune Algorithm Versus Differential Evolution: A Comparative Case Study Using High Dimensional Function Optimization.
Proceedings of the Adaptive and Natural Computing Algorithms, 8th International Conference, 2007

Foundations of Immunocomputing.
Proceedings of the IEEE Symposium on Foundations of Computational Intelligence, 2007

On the Convergence of Immune Algorithms.
Proceedings of the IEEE Symposium on Foundations of Computational Intelligence, 2007

2006
Multi-Objective Evolutionary Algorithms and Pattern Search Methods for Circuit Design Problems.
J. Univers. Comput. Sci., 2006

Optimising an inductor circuit and a two-stage operational transconductance amplifier using evolutionary and classical algorithms.
Int. J. Comput. Sci. Eng., 2006

Real coded clonal selection algorithm for unconstrained global optimization using a hybrid inversely proportional hypermutation operator.
Proceedings of the 2006 ACM Symposium on Applied Computing (SAC), 2006

Analysis of an evolutionary algorithm with HyperMacromutation and stop at first constructive mutation heuristic for solving trap functions.
Proceedings of the 2006 ACM Symposium on Applied Computing (SAC), 2006

A Parallel Immune Algorithm for Global Optimization.
Proceedings of the Intelligent Information Processing and Web Mining, 2006

Clonal Selection Algorithm with Dynamic Population Size for Bimodal Search Spaces.
Proceedings of the Advances in Natural Computation, Second International Conference, 2006

Aligning Multiple Protein Sequences by Hybrid Clonal Selection Algorithm with Insert-Remove-Gaps and BlockShuffling Operators.
Proceedings of the Artificial Immune Systems, 5th International Conference, 2006

2005
Introduction.
Int. J. Unconv. Comput., 2005

A Clonal Selection Algorithm for Coloring, Hitting Set and Satisfiability Problems.
Proceedings of the Neural Nets, 16th Italian Workshop on Neural Nets, 2005

Lipschitzian Pattern Search and Immunological Algorithm with Quasi-Newton Method for the Protein Folding Problem: An Innovative Multistage Approach.
Proceedings of the Neural Nets, 16th Italian Workshop on Neural Nets, 2005

Clonal Selection Algorithms: A Comparative Case Study Using Effective Mutation Potentials.
Proceedings of the Artificial Immune Systems: 4th International Conference, 2005

A Class of Pareto Archived Evolution Strategy Algorithms Using Immune Inspired Operators for Ab-Initio Protein Structure Prediction.
Proceedings of the Applications of Evolutionary Computing, 2005

Immune Algorithms with Aging Operators for the String Folding Problem and the Protein Folding Problem.
Proceedings of the Evolutionary Computation in Combinatorial Optimization, 2005

Comparison among evolutionary algorithms and classical optimization methods for circuit design problems.
Proceedings of the IEEE Congress on Evolutionary Computation, 2005

An Immunological Algorithm for Global Numerical Optimization.
Proceedings of the Artificial Evolution, 2005

2004
How to Escape Traps Using Clonal Selection Algorithms.
Proceedings of the ICINCO 2004, 2004

Exploring the Capability of Immune Algorithms: A Characterization of Hypermutation Operators.
Proceedings of the Artificial Immune Systems, Third International Conference, 2004

An immune algorithm with hyper-macromutations for the Dill's 2D hydrophobic-hydrophilic model.
Proceedings of the IEEE Congress on Evolutionary Computation, 2004

2003
Noisy Channel and Reaction-Diffusion Systems: Models for Artificial Immune Systems.
Proceedings of the Knowledge-Based Intelligent Information and Engineering Systems, 2003

A Hybrid Immune Algorithm with Information Gain for the Graph Coloring Problem.
Proceedings of the Genetic and Evolutionary Computation, 2003

2002
An Immunological Approach to Combinatorial Optimization Problems.
Proceedings of the Advances in Artificial Intelligence, 2002

2001
Pattern recognition by primary and secondary response of an Artificial Immune System.
Theory Biosci., 2001


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