Prof Joshua Knowles

Honorary Professor

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Publications

  1. 2022
  2. Published

    Deep Optimisation: Transitioning the Scale of Evolutionary Search by Inducing and Searching in Deep Representations

    Caldwell, J., Knowles, J., Thies, C., Kubacki, F. & Watson, R., 15 May 2022, In: SN Computer Science. 3, 3, 253.

    Research output: Contribution to journalArticlepeer-review

  3. Accepted/In press

    Expensive Optimization with Production-Graph Resource Constraints: A First Look at a New Problem Class

    Pricopie, S., Allmendinger, R., López-Ibáñez, M., Fare, C., Benatan, M. & Knowles, J., 25 Mar 2022, (Accepted/In press) GECCO '21: Proceedings of the Genetic and Evolutionary Computation Conference.

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

  4. 2021
  5. Published

    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 2021 - Proceedings of the 2021 Genetic and Evolutionary Computation Conference. Association for Computing Machinery, p. 457-465 9 p. (GECCO 2021 - Proceedings of the 2021 Genetic and Evolutionary Computation Conference).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

  6. Published

    Deep Optimisation: Multi-scale Evolution by Inducing and Searching in Deep Representations

    Caldwell, J., Knowles, J., Thies, C. & Kubacki, F., 2021, Applications of Evolutionary Computation - 24th International Conference, EvoApplications 2021, Held as Part of EvoStar 2021, Proceedings. Castillo, P. A. & Jiménez Laredo, J. L. (eds.). Springer Nature, 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 proceedingConference contributionpeer-review

  7. 2018
  8. Published

    An Improved and More Scalable Evolutionary Approach to Multiobjective Clustering

    Garza-Fabre, M., Handl, J. & Knowles, J., 2018, In: IEEE Transactions on Evolutionary Computation. 22, 4, p. 515 - 535

    Research output: Contribution to journalArticlepeer-review

  9. 2017
  10. Published

    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 proceedingConference contributionpeer-review

  11. Accepted/In press

    Initialization of Bayesian Optimization Viewed as Part of a Larger Algorithm Portfolio

    Morar, M. T., Knowles, J. & Sampaio, S., 1 May 2017, (Accepted/In press) Data Science meets Optimization Workshop: CEC2017 & CPAIOR 2017: DSO 2017. 6 p.

    Research output: Chapter in Book/Report/Conference proceedingChapterpeer-review

  12. Published

    Editorial

    Brockhoff, D., Knowles, J., Naujoks, B. & Sindhya, K., 1 Mar 2017, In: Computers and Operations Research. 79, p. 264-265 2 p.

    Research output: Contribution to journalEditorialpeer-review

  13. Published

    Editorial: Special issue on understanding complexity in multiobjective optimization

    Greco, S., Klamroth, K., Knowles, J. & Rudolph, G., 1 Jan 2017, In: Journal of Multi-Criteria Decision Analysis. 24, 1-2, p. 3-4 2 p.

    Research output: Contribution to journalEditorialpeer-review

  14. Published

    A new reduced-length genetic representation for evolutionary multiobjective clustering

    Garza-Fabre, M., Handl, J. & Knowles, J., 2017, p. 236-251. 17 p.

    Research output: Contribution to conferencePaperpeer-review

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Publications highlights

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Research output: Contribution to journalArticlepeer-review

Research output: Chapter in Book/Report/Conference proceedingChapterpeer-review

Research output: Contribution to conferencePaperpeer-review

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

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Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

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Research output: Contribution to journalArticlepeer-review

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Research output: Chapter in Book/Report/Conference proceedingChapterpeer-review