Joshua Knowles

Research output

Research output per year 2000 2013 2015 2017 2021

• 20 Conference contribution
• 11 Article
• 7 Chapter
• 2 Book
• 2 More
  • 2 Editorial

Research output per year

Research output per year

Search results

• 2021

  Deep optimisation: multi-scale evolution by inducing and searching in deep representations

  Caldwell, J., Knowles, J., Thies, C., Kubacki, F. & Watson, R., 1 Apr 2021, Applications of Evolutionary Computation: 24th International Conference, EvoApplications 2021, Held as Part of EvoStar 2021, Virtual Event, April 7–9, 2021, Proceedings. Castillo, P. A. & Jiménez Laredo, J. L. (eds.). 1 ed. Springer, p. 506-521 16 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 12694 LNCS).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Optimization 100%
  • Evolvability 63%
  • Evolutionary Computation 52%
  • Learning 34%
  • Evolutionary algorithms 30%
  2 Citations (Scopus)

• Realistic utility functions prove difficult for state-of-the-art interactive multiobjective optimization algorithms

  Shavarani, S. M., López-Ibáñez, M. & Knowles, J., 26 Jun 2021, GECCO '21: Proceedings of the Genetic and Evolutionary Computation Conference. Chicano, F. (ed.). Association for Computing Machinery , p. 457-465 9 p. (Genetic and Evolutionary Computation Conference (GECCO)).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Multi-objective Evolutionary Algorithm 100%
  • Multi-objective Optimization 79%
  • Utility Function 75%
  • Optimization Algorithm 68%
  • Sigmoid Colon 35%
  1 Citation (Scopus)
• 2018

  A Minimal Model for the Emergence of Cooperation in Randomly Growing Networks

  Miller, S. & Knowles, J., 21 Jun 2018, Proceedings of the European Conference on Artificial Life 2015. Andrews, P., Caves, L., Doursat, R., Hickinbotham, S., Polack, F., Stepney, S., Taylor, T. & Timmins, J. (eds.). MIT Press, p. 114-121

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File
  131 Downloads (Pure)

• How Much Should You Select for Evolvability?

  Webb, A. M., Handl, J. & Knowles, J., 21 Jun 2018, Proceedings of the European Conference on Artificial Life 2015. Andrews, P., Caves, L., Doursat, R., Hickinbotham, S., Polack, F., Stepney, S., Taylor, T. & Timmis, J. (eds.). MIT Press, p. 487-494 8 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File
  163 Downloads (Pure)
• 2017

  A New Reduced-Length Genetic Representation for Evolutionary Multiobjective Clustering

  Garza-Fabre, M., Handl, J. & Knowles, J., 2017, Evolutionary Multi-Criterion Optimization: 9th International Conference, EMO 2017, Munster, Germany, March 19 - March 22, 2017, Proceedings. Springer, Vol. 10173. p. 236-251 15 p. (Lecture Notes in Computer Science).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

  • Scalability 100%
  3 Citations (Scopus)

  196 Downloads (Pure)

• On using decision maker preferences with ParEGO

  Hakanen, J. & Knowles, J., 2017, Evolutionary Multi-Criterion Optimization: 9th International Conference, EMO 2017, Munster, Germany, March 19 - March 22, 2017, Proceedings. Springer, Vol. 10173. p. 282-297 15 p. (Lecture Notes in Computer Science).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

  • Water management 100%
  • Multiobjective optimization 71%
  4 Citations (Scopus)

  235 Downloads (Pure)

• Sequential experimentation by evolutionary algorithms

  Shir, O. M., Bäck, T., Knowles, J. & Allmendinger, R., 15 Jul 2017, GECCO 2017 - Proceedings of the Genetic and Evolutionary Computation Conference Companion. Association for Computing Machinery , p. 828-851 24 p. (GECCO 2017 - Proceedings of the Genetic and Evolutionary Computation Conference Companion).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
• 2016

  Global network cooperation catalysed by a small prosocial migrant clique

  Miller, S. & Knowles, J., 15 Jun 2016, Unconventional Computation and Natural Computation: 15th International Conference, UCNC 2016, Manchester, UK, July 11-15, 2016, Proceedings. Amos, M. & Condon, A. (eds.). Springer, p. 62-74 (Lecture Notes in Computer Science; vol. 9726).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

  • migrant 100%
  • social network 52%
  • concerted action 48%
  • determinism 40%
  • scenario 24%
  213 Downloads (Pure)

• Simheuristics for the Multiobjective Nondeterministic Firefighter Problem in a Time-Constrained Setting

  Michalak, K. & Knowles, J. D., 2 Apr 2016, Applications of Evolutionary Computation: 19th European Conference, EvoApplications 2016, Porto, Portugal, March 30 - April 1, 2016, Proceedings, Part II. Squillero, G. & Burelli, P. (eds.). Springer, Vol. LNCS 9598. p. 248-265 (Lecture Notes in Computer Science; vol. 9598).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

  • Fires 100%
  • Evolutionary algorithms 83%
  11 Citations (Scopus)

  235 Downloads (Pure)

• The Emergence of Cooperation in Public Goods Games on Randomly Growing Dynamic Networks

  Miller, S. & Knowles, J., 15 Mar 2016, Evolutionary Algorithms and Complex Systems (EVOCOMPLEX 2016): EvoWorkshops, Proceedings. Springer, p. 363-378 (Lecture Notes in Computer Science; vol. 9597).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

  • Game theory 100%
  • Heterogeneous networks 94%
  • Complex networks 93%
  • Data storage equipment 55%
  2 Citations (Scopus)

  204 Downloads (Pure)
• 2015

  Iterated Local Search for the Generator Maintenance Scheduling Problem

  Almakhlafi, A. & Knowles, J., 25 Aug 2015, Proceedings of the 7th Multidisciplinary International Conference on Scheduling : Theory and Applications (MISTA 2015). Multidisciplinary international scheduling conference: theory & applications, p. 708-742 (MISTA conference series).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Scheduling 100%
  • Preventive maintenance 56%
  • Function evaluation 55%
  • Economics 31%

• Machine decision makers as a laboratory for interactive EMO

  López-Ibáñez, M. & Knowles, J., 18 Mar 2015, Evolutionary multi-criterion optimization: 8th international conference, EMO 2015 Guimarães, Portugal, March 29 - April 1, 2015 proceedings, Part II. Springer, Vol. 9019. p. 295-309 15 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 9019).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

  • Multiobjective optimization 100%
  • Evolutionary multiobjective Optimization 68%
  • Multicriteria Decision-making 56%
  • Optimization Algorithm 45%
  • Multi-objective Optimization 26%
  9 Citations (Scopus)

  136 Downloads (Pure)

• Rare Class Detection in Partially-Labelled Data Streams

  Knowles, J., 1 Jun 2015, ECML.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

• Using Machine Learning to Explore the Relevance of Local and Global Features During Conformational Search in Rosetta

  Garza-Fabre, M., Kandathil, S. M., Handl, J., Knowles, J. & Lovell, S. C., 11 Jul 2015, Proceedings of the Companion Publication of the 2015 Annual Conference on Genetic and Evolutionary Computation (GECCO 2015). Association for Computing Machinery , p. 935-938

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
  1 Citation (Scopus)
• 2014

  Hellinger Distance Trees for Imbalanced Streams

  Lyon, R. J., Brooke, J. M., Knowles, J. & Stappers, B. W., Aug 2014, Proceedings 22nd International Conference on Pattern Recognition (ICPR), 2014 . Institute of Electrical and Electronics Engineers (IEEE), p. 1969-1974

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

  • Data streams 100%
  • Classifiers 69%
  • Decision trees 31%
  16 Citations (Scopus)

  228 Downloads (Pure)

• Studying the Evolvability of of Self-Encoding Genotype-Phenotype Maps

  Webb, A. & Knowles, J., 30 Jul 2014, Artificial Life 14 : Proceedings of the Fourteenth International Conference on the Synthesis and Simulation of Living Systems. Sayama, H., Rieffel, J., Risi, S., Doursat, R. & Lipson, H. (eds.). MIT Press, p. 79-86

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

  • Genomics 100%
  • Artificial life 70%
  165 Downloads (Pure)

• Studying the evolvability of self-encoding genotype-phenotype maps

  Webb, A. M. & Knowles, J., 2014, Artificial Life 14 - Proceedings of the 14th International Conference on the Synthesis and Simulation of Living Systems, ALIFE 2014. Sayama, H., Rieffel, J., Risi, S., Doursat, R. & Lipson, H. (eds.). MIT Press Journals, p. 79-86 8 p. (Artificial Life 14 - Proceedings of the 14th International Conference on the Synthesis and Simulation of Living Systems, ALIFE 2014).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Evolvability 100%
  • Phenotype 72%
  • Genotype 70%
  • Encoding 59%
  • Genome 40%
• 2013

  A Study on Classification in Highly Imbalanced and Partially Labelled Data Streams

  Knowles, J., 2013, Systems, Man, and Cybernetics (SMC), 2013 IEEE International Conference on.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

• Comparing Multi-objective and Threshold-moving ROC Curve Generation for a Prototype-based Classifier

  Knowles, J., 2013, GECCO'13, Proceedings of the fifteenth annual conference on Genetic and evolutionary computation conference.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

• Evidence accumulation in multiobjective data clustering

  Knowles, J., 2013, Evolutionary Multi-Criterion Optimization.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution