Julia Handl

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Douglas KellUniversity of LiverpoolVerified email at liv.ac.uk
Simon LovellProfessor of Molecular Biology, University of ManchesterVerified email at manchester.ac.uk
Mario Garza-FabreCinvestavVerified email at cinvestav.mx
Marco DorigoFNRS Research Director, IRIDIA, Université Libre de BruxellesVerified email at ulb.ac.be
Richard AllmendingerProfessor of Applied AI, The University of Manchester, UKVerified email at manchester.ac.uk
Shaun M KandathilUniversity College LondonVerified email at ucl.ac.uk
Bernd MeyerProfessor, Monash UniversityVerified email at monash.edu
Steve O'HaganComputer Officer, MIB & School of Chemistry, University of ManchesterVerified email at manchester.ac.uk
Dong-Ling XuUniversity of ManchesterVerified email at manchester.ac.uk
Riza Batista-NavarroSenior Lecturer in Text Mining, Department of Computer Science, University of ManchesterVerified email at manchester.ac.uk
Frank BoonsProfessor of Innovation and Sustainability, University of ManchesterVerified email at manchester.ac.uk
Sampriti MahantyUniversity College London (UCL)Verified email at ucl.ac.uk
Roy GoodacreDepartment of Biochemistry, Cell and Systems Biology, ISMIB, University of LiverpoolVerified email at liverpool.ac.uk
Irena SpasicProfessor in Computer Science, Cardiff UniversityVerified email at cs.cardiff.ac.uk
David I. EllisManchester Institute of Biotechnology, University of ManchesterVerified email at manchester.ac.uk
Warwick DunnDepartment of Biochemistry and Systems Biology, ISMIB, University of LiverpoolVerified email at liverpool.ac.uk
Juan Esteban DíazDirector of the Data Science Institute, Professor, USFQVerified email at usfq.edu.ec
Andrew M. Webbprev. University of ManchesterVerified email at awebb.info
Cameron ShandFrancis Crick InstituteVerified email at crick.ac.uk
Neil SwainstonEpoch BiodesignVerified email at epochbiodesign.com

Julia Handl

Professor in Decision Sciences, The University of Manchester

Verified email at manchester.ac.uk

Unsupervised Learning Optimization Data-mining Simulation


Title Sort by citations Sort by year Sort by title	Cited by Cited by	Year
Computational cluster validation in post-genomic data analysis J Handl, J Knowles, DB Kell Bioinformatics 21 (15), 3201-3212, 2005	1217	2005
An evolutionary approach to multiobjective clustering J Handl, J Knowles IEEE transactions on Evolutionary Computation 11 (1), 56-76, 2007	854	2007
Multiobjective optimization in bioinformatics and computational biology J Handl, DB Kell, J Knowles IEEE/ACM Transactions on computational biology and bioinformatics 4 (2), 279-292, 2007	347	2007
Ant-based clustering and topographic mapping J Handl, J Knowles, M Dorigo Artificial life 12 (1), 35-62, 2006	277	2006
On the Performance of Ant-based Clustering. J Handl, JD Knowles, M Dorigo HIS 105, 204-213, 2003	256*	2003
Improved ant-based clustering and sorting in a document retrieval interface J Handl, B Meyer International Conference on Parallel Problem Solving from Nature, 913-923, 2002	253	2002
A metabolome pipeline: from concept to data to knowledge M Brown, WB Dunn, DI Ellis, R Goodacre, J Handl, JD Knowles, ... Metabolomics 1, 39-51, 2005	210	2005
Ant-based and swarm-based clustering J Handl, B Meyer Swarm Intelligence 1, 95-113, 2007	208	2007
Feature subset selection in unsupervised learning via multiobjective optimization J Handl, J Knowles International Journal of Computational Intelligence Research 2 (3), 217-238, 2006	159	2006
Evolutionary multiobjective clustering J Handl, J Knowles International conference on parallel problem solving from nature, 1081-1091, 2004	157	2004
Exploiting the trade-off—the benefits of multiple objectives in data clustering J Handl, J Knowles Evolutionary Multi-Criterion Optimization: Third International Conference …, 2005	155	2005
Multiobjectivization by decomposition of scalar cost functions J Handl, SC Lovell, J Knowles International Conference on Parallel Problem Solving from Nature, 31-40, 2008	136	2008
Improvements to the scalability of multiobjective clustering J Handl, J Knowles 2005 IEEE Congress on Evolutionary Computation 3, 2372-2379, 2005	109	2005
A ‘rule of 0.5’for the metabolite-likeness of approved pharmaceutical drugs O Steve, N Swainston, J Handl, DB Kell Metabolomics, 1-17, 2015	97*	2015
Multiobjective clustering with automatic determination of the number of clusters J Handl, J Knowles Technical Report, 2004	92	2004
Strategies for the increased robustness of ant-based clustering J Handl, J Knowles, M Dorigo Engineering Self-Organising Systems: Nature-Inspired Approaches to Software …, 2004	82	2004
Multi-objective clustering and cluster validation J Handl, J Knowles Multi-objective machine learning, 21-47, 2006	66	2006
Multiobjective clustering around medoids J Handl, J Knowles 2005 IEEE congress on evolutionary computation 1, 632-639, 2005	64	2005
Investigations into the effect of multiobjectivization in protein structure prediction J Handl, SC Lovell, J Knowles International Conference on Parallel Problem Solving from Nature, 702-711, 2008	63	2008
An improved and more scalable evolutionary approach to multiobjective clustering M Garza-Fabre, J Handl, J Knowles IEEE Transactions on Evolutionary Computation 22 (4), 515-535, 2017	58	2017

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