Ant-like agents Cockadoos at Great Ocean Road Youth Hostel

 

 

Julia Handl
Julia.Handl@gmx.de

Last Update: 31.5.2005

Publications
To appear
  1. Julia Handl, Simon C. Lovell and Joshua Knowles. (2008) Multiobjectivization by decomposition of scalar cost functions. To appear in PPSN 2008. PDF (draft version)
  2. Julia Handl, Simon C. Lovell and Joshua Knowles. (2008) Investigations into the effect of multiobjectivization in protein structure prediction. To appear in PPSN 2008. PDF (draft version)
Journals
  1. Julia Handl and Bernd Meyer. (2007) Ant-based and swarm-based clustering. Swarm Intelligence 1(1): 95--113.
  2. Julia Handl, Douglas Kell and Joshua Knowles. (2007) Multiobjective optimization in computational biology and bioinformatics. IEEE Transactions on Computational Biology and Bioinformatics 4(2):279-292. Paper.
  3. Julia Handl and Joshua Knowles. (2007) An evolutionary approach to multiobjective clustering. IEEE Transactions on Evolutionary Computation 11(1):56-76. Paper.
  4. Julia Handl and Joshua Knowles. (2006) Feature subset selection in unsupervised learning via multiobjective optimization. International Journal on Computational Intelligence Research 3(1):217-238. Paper.
  5. Julia Handl, Joshua Knowles and Douglas Kell. (2005) Computational cluster validation in post-genomic data analysis. Bioinformatics 21(15):3201-3212. Paper. Supplementary material including colour figures.
  6. Julia Handl, Joshua Knowles and Marco Dorigo. (2005) Ant-based clustering and topographic mapping. Artificial Life 12(1):35-61. PDF (draft version)
  7. Marie Brown, Warwick Dunn, Dave Ellis, Roy Goodacre, Julia Handl, Joshua Knowles, Steve O'Hagan, S., Irena Spasic and Douglas Kell. (2005) A metabolome pipeline: from concept to data to knowledge. Metabolomics 1(1):39-51.
Book chapters
  1. Julia handl and Joshua Knowles. (2007) Modes of Problem Solving with Multiple Objectives: Implications for Interpreting the Pareto Set and for Decision Making. In Multiobjective Problem Solving from Nature edited by J. Knowles, D. Corne and K. Deb. Springer Series on Natural Computing: 131-151, 2007.
  2. Julia Handl and Joshua Knowles. (2006) Multiobjective clustering and cluster validation. In Multiobjective machine learning edited by Yaochu Jin. Springer Series on Computational Intelligence 16:21-47, 2006.
International Conferences and Workshops
  1. Julia Handl and Joshua Knowles. (2006) An investigation of representations and operators for evolutionary data clustering with a variable number of clusters. Proceedings of the Ninth International Conference on Parallel Problem Solving from Nature. pages 839-849
  2. Julia Handl and Joshua Knowles. (2006) Semi-supervised feature selection via multiobjective optimization. Proceedings of the International Joint Conference on Neural Networks (IJCNN 2006). pages 6351--6358. Copyright IEEE Press.PDF.
  3. Julia Handl and Joshua Knowles. (2006) On semi-supervised clustering via multiobjective optimization. Proceedings of the Genetic and Evolutionary Computation Conference (GECCO 2006). pages 1465--1472. Copyright ACM Press. PDF.
  4. Julia Handl and Joshua Knowles. (2005) Multiobjective clustering around medoids. Proceedings of the Congress on Evolutionary Computation (CEC 2005). Volume 1, pages 632--639. Copyright IEEE Press. PDF.
  5. Julia Handl and Joshua Knowles. (2005) Improving the scalability of multiobjective clustering. Proceedings of the Congress on Evolutionary Computation (CEC 2005). Volume 3, pages 2372--2379. Copyright IEEE Press. PDF.
  6. Julia Handl and Joshua Knowles. (2005) Exploiting the trade-off -- the benefits of multiple objectives in data clustering. Proceedings of the Third International Conference on Evolutionary Multi-Criterion Optimization (EMO 2005). Pages 547-560. LNCS 3410. Copyright Springer-Verlag. PDF.
  7. Julia Handl and Joshua Knowles. (2004) Evolutionary multiobjective clustering. Proceedings of the Eighth International Conference on Parallel Problem Solving from Nature (PPSN VIII). Pages 1081-1091. LNCS 3242. Copyright Springer-Verlag. PDF.
  8. Julia Handl, Joshua Knowles and Marco Dorigo. (2003) Strategies for the increased robustness of ant-based clustering. Self-Organising Applications: Issues, challenges and trends. Pages 90-104. LNCS 2977. Copyright Springer-Verlag. PDF
  9. Julia Handl, Joshua Knowles and Marco Dorigo. (2003) On the performance of ant-based clustering. Design and application of hybrid intelligent systems. Frontiers in Artificial intelligence and Applications 104. Pages 204-213. Copyright IOS Press. PDF
  10. Julia Handl and Bernd Meyer. (2002) Improved Ant-based Clustering and Sorting in a Document Retrieval Interface. Proceedings of the Seventh International Conference on Parallel Problem Solving from Nature (PPSN VII). Pages 913-923. LNCS 2439. Copyright Springer-Verlag. PDF
Technical reports
  1. Julia Handl and Joshua Knowles. (2004) Multiobjective clustering with automatic determination of the number of clusters. Technical Report TR-COMPSYSBIO-2004-02. UMIST, Manchester, UK. PDF. Supplementary material.
  2. Julia Handl, Joshua Knowles and Marco Dorigo. (2003) Ant-based clustering: a comparative study of its relative performance with respect to k-means, average link and 1D-som. Technical Report TR/IRIDIA/2003-24. IRIDIA, Universite Libre de Bruxelles, Belgium. PDF
Theses
  1. Julia Handl, Multiobjective approaches to the data-driven analysis of biological systems. (2006) PhD thesis. School of Chemistry, University of Manchester, UK. PDF. To be published by Shaker Verlag, Aaachen, ISBN 3-8322-5490-0.
  2. Julia Handl, Ant-based methods for tasks of clustering and topographic mapping: extensions, analysis and comparison with alternative techniques. (2003) Masters Thesis, Universität Erlangen-Nürnberg, Erlangen, Germany. PDF
  3. Julia Handl, Visualizing Internet-Queries using Ant-based Heuristics. (2001) Honours Thesis, Monash University, Melbourne, Australia. PDF