Katherine M. Malan

Orcid: 0000-0002-6070-2632

Affiliations:
  • University of South Africa, Department of Decision Sciences, Pretoria, South Africa
  • University of Pretoria, Department of Computer Science, South Africa (PhD 2014)
  • University of Cape Town, Rondebosch, South Africa


According to our database1, Katherine M. Malan authored at least 52 papers between 2001 and 2024.

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Bibliography

2024
Hilbert Curves for Efficient Exploratory Landscape Analysis Neighbourhood Sampling.
Proceedings of the Applications of Evolutionary Computation - 27th European Conference, 2024

2023
Synergizing Theory and Practice of Automated Algorithm Design for Optimization (Dagstuhl Seminar 23332).
Dagstuhl Reports, 2023

Landscape Analysis of Optimization Problems and Algorithms.
Proceedings of the Companion Proceedings of the Conference on Genetic and Evolutionary Computation, 2023

Adaptive Landscape-aware Constraint Handling with Application to Binary Knapsack Problem.
Proceedings of the Companion Proceedings of the Conference on Genetic and Evolutionary Computation, 2023

Quantifying and Visualizing the Sharpness of Attraction Basins in Neural Network Error Landscapes.
Proceedings of the Companion Proceedings of the Conference on Genetic and Evolutionary Computation, 2023

2022
The influence of fitness landscape characteristics on particle swarm optimisers.
Nat. Comput., 2022

Fitness landscape analysis of convolutional neural network architectures for image classification.
Inf. Sci., 2022

Hybridised Loss Functions for Improved Neural Network Generalisation.
CoRR, 2022

A Continuous Optimisation Benchmark Suite from Neural Network Regression.
Proceedings of the Parallel Problem Solving from Nature - PPSN XVII, 2022

2021
A Scalable Continuous Unbounded Optimisation Benchmark Suite from Neural Network Regression.
CoRR, 2021

Search trajectory networks: A tool for analysing and visualising the behaviour of metaheuristics.
Appl. Soft Comput., 2021

A Feature Selection Algorithm Performance Metric for Comparative Analysis.
Algorithms, 2021

A Survey of Advances in Landscape Analysis for Optimisation.
Algorithms, 2021

Analysing the loss landscape features of generative adversarial networks.
Proceedings of the GECCO '21: Genetic and Evolutionary Computation Conference, 2021

Recent advances in landscape analysis for optimisation and learning.
Proceedings of the GECCO '21: Genetic and Evolutionary Computation Conference, 2021

2020
A survey of benchmarking frameworks for reinforcement learning.
CoRR, 2020

Benchmarking in Optimization: Best Practice and Open Issues.
CoRR, 2020

The Efficacy of Financial Ratios for Fraud Detection Using Self Organising Maps.
Proceedings of the 2020 IEEE Symposium Series on Computational Intelligence, 2020

Search Trajectory Networks of Population-Based Algorithms in Continuous Spaces.
Proceedings of the Applications of Evolutionary Computation - 23rd European Conference, 2020

2019
Constraint Handling Guided by Landscape Analysis in Combinatorial and Continuous Search Spaces.
Evol. Comput., 2019

Global structure of policy search spaces for reinforcement learning.
Proceedings of the Genetic and Evolutionary Computation Conference Companion, 2019

Recent advances in fitness landscape analysis.
Proceedings of the Genetic and Evolutionary Computation Conference Companion, 2019

Local optima networks for continuous fitness landscapes.
Proceedings of the Genetic and Evolutionary Computation Conference Companion, 2019

Towards a visual framework for the incorporation of knowledge in the phases of machine learning.
Proceedings of the South African Forum for Artificial Intelligence Research, 2019

Insights into the Feature Selection Problem Using Local Optima Networks.
Proceedings of the Evolutionary Computation in Combinatorial Optimization, 2019

2018
Semi-automated Usability Analysis through Eye Tracking.
South Afr. Comput. J., 2018

Landscape-Aware Constraint Handling Applied to Differential Evolution.
Proceedings of the Theory and Practice of Natural Computing - 7th International Conference, 2018

Issues and a proposal for automated retirement portfolio risk matching in South Africa.
Proceedings of the 2018 Conference on Information Communications Technology and Society (ICTAS), 2018

Filter versus wrapper feature selection based on problem landscape features.
Proceedings of the Genetic and Evolutionary Computation Conference Companion, 2018

2017
Fitness landscape characterisation of optimisation problems: GECCO 2017 tutorial.
Proceedings of the Genetic and Evolutionary Computation Conference, 2017

Characterising neutrality in neural network error landscapes.
Proceedings of the 2017 IEEE Congress on Evolutionary Computation, 2017

2016
User Authentication based on Continuous Touch Biometrics.
South Afr. Comput. J., 2016

Analysis of error landscapes in multi-layered neural networks for classification.
Proceedings of the IEEE Congress on Evolutionary Computation, 2016

2015
Constraint Handling Methods for Portfolio Optimization Using Particle Swarm Optimization.
Proceedings of the IEEE Symposium Series on Computational Intelligence, 2015

Characterising constrained continuous optimisation problems.
Proceedings of the IEEE Congress on Evolutionary Computation, 2015

2014
Characterising the searchability of continuous optimisation problems for PSO.
Swarm Intell., 2014

Particle swarm optimisation failure prediction based on fitness landscape characteristics.
Proceedings of the 2014 IEEE Symposium on Swarm Intelligence, 2014

Carry trade portfolio optimization using particle swarm optimization.
Proceedings of the IEEE Congress on Evolutionary Computation, 2014

A progressive random walk algorithm for sampling continuous fitness landscapes.
Proceedings of the IEEE Congress on Evolutionary Computation, 2014

2013
A survey of techniques for characterising fitness landscapes and some possible ways forward.
Inf. Sci., 2013

Analysis of stagnation behavior of vector evaluated particle swarm optimization.
Proceedings of the 2013 IEEE Symposium on Swarm Intelligence, 2013

Steep gradients as a predictor of PSO failure.
Proceedings of the Genetic and Evolutionary Computation Conference, 2013

Ruggedness, funnels and gradients in fitness landscapes and the effect on PSO performance.
Proceedings of the IEEE Congress on Evolutionary Computation, 2013

2011
Comparison of trade decision strategies in an equity market GA trader.
Proceedings of the 2011 IEEE Symposium on Computational Intelligence for Financial Engineering and Economics, 2011

2009
Adaptive Genetic Programming for dynamic classification problems.
Proceedings of the IEEE Congress on Evolutionary Computation, 2009

Quantifying ruggedness of continuous landscapes using entropy.
Proceedings of the IEEE Congress on Evolutionary Computation, 2009

2008
Algorithm comparisons and the significance of population size.
Proceedings of the IEEE Congress on Evolutionary Computation, 2008

2006
Extending dynamic queries to handle uncertain data.
South Afr. Comput. J., 2006

2004
Examples that can do harm in learning programming.
Proceedings of the Companion to the 19th Annual ACM SIGPLAN Conference on Object-Oriented Programming, 2004

2003
Virtual galleries: is 3D better?
Proceedings of the 2nd International Conference on Computer Graphics, 2003

2002
Using digital technology to access and store African art.
Proceedings of the Extended abstracts of the 2002 Conference on Human Factors in Computing Systems, 2002

2001
Visual query tools for uncertain spatio-temporal data.
Proceedings of the 9th ACM International Conference on Multimedia 2001, Ottawa, Ontario, Canada, September 30, 2001


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