Julia Handl

Orcid: 0000-0002-4338-1806

Affiliations:
  • University of Manchester, UK


According to our database1, Julia Handl authored at least 64 papers between 2002 and 2024.

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Bibliography

2024
Rolling the dice for better deep learning performance: A study of randomness techniques in deep neural networks.
Inf. Sci., 2024

A Graph Reinforcement Learning Framework for Neural Adaptive Large Neighbourhood Search.
Comput. Oper. Res., 2024

Extending Instance Space Analysis to Algorithm Configuration Spaces.
Proceedings of the Genetic and Evolutionary Computation Conference Companion, 2024

A Review of Randomness Techniques in Deep Neural Networks.
Proceedings of the Genetic and Evolutionary Computation Conference Companion, 2024

2023
What's in a distance? Exploring the interplay between distance measures and internal cluster validity in multi-objective clustering.
Nat. Comput., June, 2023

Evolutionary Multiobjective Clustering Over Multiple Conflicting Data Views.
IEEE Trans. Evol. Comput., 2023

GRAPH Reinforcement Learning for Operator Selection in the ALNS Metaheuristic.
Proceedings of the Optimization and Learning - 6th International Conference, 2023

Capacitated School Bus Routing Problem with Time Windows, Heterogeneous Fleets and Travel Assistants.
Proceedings of the Companion Proceedings of the Conference on Genetic and Evolutionary Computation, 2023

2022
Protein Structure and Synthetic Multi-view Clustering Datasets.
Dataset, November, 2022

HAWKS: Evolving Challenging Benchmark Sets for Cluster Analysis.
IEEE Trans. Evol. Comput., 2022

Multiobjective optimisation and decision making for vessel routing - a prototype and case study.
Proceedings of the IEEE Symposium Series on Computational Intelligence, 2022

Multi-view Clustering of Heterogeneous Health Data: Application to Systemic Sclerosis.
Proceedings of the Parallel Problem Solving from Nature - PPSN XVII, 2022

2021
Publication outperformance among global South researchers: An analysis of individual-level and publication-level predictors of positive deviance.
Scientometrics, 2021

Towards a fairer reimbursement system for burn patients using cost-sensitive classification.
CoRR, 2021

An evolutionary many-objective approach to multiview clustering using feature and relational data.
Appl. Soft Comput., 2021

On the Interaction Between Distance Functions and Clustering Criteria in Multi-objective Clustering.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2021

2019
A Clustering-Based Patient Grouper for Burn Care.
Proceedings of the Intelligent Data Engineering and Automated Learning - IDEAL 2019, 2019

Studying the Evolution of the 'Circular Economy' Concept Using Topic Modelling.
Proceedings of the Intelligent Data Engineering and Automated Learning - IDEAL 2019, 2019

Evolving controllably difficult datasets for clustering.
Proceedings of the Genetic and Evolutionary Computation Conference, 2019

Many-view clustering: an illustration using multiple dissimilarity measures.
Proceedings of the Genetic and Evolutionary Computation Conference Companion, 2019

Understanding the Evolution of Circular Economy through Language Change.
Proceedings of the 1st International Workshop on Computational Approaches to Historical Language Change, 2019

2018
An Improved and More Scalable Evolutionary Approach to Multiobjective Clustering.
IEEE Trans. Evol. Comput., 2018

Advances in the Application and Development of Non-Linear Global Optimization Techniques in Computational Structural Biology.
IEEE ACM Trans. Comput. Biol. Bioinform., 2018

Integrating meta-heuristics, simulation and exact techniques for production planning of a failure-prone manufacturing system.
Eur. J. Oper. Res., 2018

Towards an adaptive encoding for evolutionary data clustering.
Proceedings of the Genetic and Evolutionary Computation Conference, 2018

2017
Evolutionary Clustering.
Proceedings of the Encyclopedia of Machine Learning and Data Mining, 2017

Evolutionary robust optimization in production planning - interactions between number of objectives, sample size and choice of robustness measure.
Comput. Oper. Res., 2017

On heuristic bias in fragment-assembly methods for protein structure prediction.
Proceedings of the Genetic and Evolutionary Computation Conference, 2017

A New Reduced-Length Genetic Representation for Evolutionary Multiobjective Clustering.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2017

CVis - Towards a novel visualization tool to explore the relationship between input and output partitions in multi-objective clustering ensembles.
Proceedings of the IEEE Conference on Computational Intelligence in Bioinformatics and Computational Biology, 2017

2016
Generating, Maintaining, and Exploiting Diversity in a Memetic Algorithm for Protein Structure Prediction.
Evol. Comput., 2016

Workshop Evolutionary Computation in Computational Structural Biology 2016 Chairs' Welcome.
Proceedings of the Genetic and Evolutionary Computation Conference, 2016

Women@GECCO 2016 Chairs' Welcome.
Proceedings of the Genetic and Evolutionary Computation Conference, 2016

2015
Implicit and Explicit Averaging Strategies for Simulation-Based Optimization of a Real-World Production Planning Problem.
Informatica (Slovenia), 2015

Multiobjective optimization: When objectives exhibit non-uniform latencies.
Eur. J. Oper. Res., 2015

Multicriterion Segmentation of Demand Markets to Increase Forecasting Accuracy of Analogous Time Series: A First Investigation.
Proceedings of the Bioinspired Computation in Artificial Systems, 2015

Using Machine Learning to Explore the Relevance of Local and Global Features During Conformational Search in Rosetta.
Proceedings of the Genetic and Evolutionary Computation Conference, 2015

How Much Should You Select for Evolvability?
Proceedings of the Thirteenth European Conference Artificial Life, 2015

2013
Comparing multi-objective and threshold-moving ROC curve generation for a prototype-based classifier.
Proceedings of the Genetic and Evolutionary Computation Conference, 2013

Evidence Accumulation in Multiobjective Data Clustering.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2013

2012
Clustering Criteria in Multiobjective Data Clustering.
Proceedings of the Parallel Problem Solving from Nature - PPSN XII, 2012

2010
Evolutionary Clustering.
Proceedings of the Encyclopedia of Machine Learning, 2010

Streamlining the construction of large-scale dynamic models using generic kinetic equations.
Bioinform., 2010

2009
Artefacts and biases affecting the evaluation of scoring functions on decoy sets for protein structure prediction.
Bioinform., 2009

2008
Investigations into the Effect of Multiobjectivization in Protein Structure Prediction.
Proceedings of the Parallel Problem Solving from Nature, 2008

Multiobjectivization by Decomposition of Scalar Cost Functions.
Proceedings of the Parallel Problem Solving from Nature, 2008

Modes of Problem Solving with Multiple Objectives: Implications for Interpreting the Pareto Set and for Decision Making.
Proceedings of the Multiobjective Problem Solving from Nature, 2008

2007
An Evolutionary Approach to Multiobjective Clustering.
IEEE Trans. Evol. Comput., 2007

Multiobjective Optimization in Bioinformatics and Computational Biology.
IEEE ACM Trans. Comput. Biol. Bioinform., 2007

Ant-based and swarm-based clustering.
Swarm Intell., 2007

2006
Multi-Objective Clustering and Cluster Validation.
Proceedings of the Multi-Objective Machine Learning, 2006

Multiobjective approaches to the data driven analysis of biological systems.
PhD thesis, 2006

Ant-Based Clustering and Topographic Mapping.
Artif. Life, 2006

An Investigation of Representations and Operators for Evolutionary Data Clustering with a Variable Number of Clusters.
Proceedings of the Parallel Problem Solving from Nature, 2006

Semi-supervised feature selection via multiobjective optimization.
Proceedings of the International Joint Conference on Neural Networks, 2006

On semi-supervised clustering via multiobjective optimization.
Proceedings of the Genetic and Evolutionary Computation Conference, 2006

2005
Computational cluster validation in post-genomic data analysis.
Bioinform., 2005

Exploiting the Trade-off - The Benefits of Multiple Objectives in Data Clustering.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2005

Improvements to the scalability of multiobjective clustering.
Proceedings of the IEEE Congress on Evolutionary Computation, 2005

Multiobjective clustering around medoids.
Proceedings of the IEEE Congress on Evolutionary Computation, 2005

2004
Evolutionary Multiobjective Clustering.
Proceedings of the Parallel Problem Solving from Nature, 2004

2003
On the Performance of Ant-based Clustering.
Proceedings of the Design and Application of Hybrid Intelligent Systems, 2003

Strategies for the Increased Robustness of Ant-Based Clustering.
Proceedings of the Engineering Self-Organising Systems, 2003

2002
Improved Ant-Based Clustering and Sorting.
Proceedings of the Parallel Problem Solving from Nature, 2002


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