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  • Understanding of evolutionary optimization behavior [Elektronski vir] : proceedings of the First International Workshop on Understanding of Evolutionary Optimization Behavior, UEOB, June 10, 2019 Wellington, New Zealand
    International Workshop on Understanding of Evolutionary Optimization Behavior (1 ; 2019 ; Wellington)
    Understanding of optimization algorithm's behavior is a vital part that is needed for quality progress in the field of stochastic optimization algorithms. Too often (new) algorithms are setup and ... tuned only focusing on achieving the desired optimization goal. While this might be effective and efficient in short term, in long term this is insufficient due to the fact that this needs to be repeated for every new problem that arises. Such approach provides only minor immediate gains, instead of contributing to the progress in research on optimization algorithms. To be able to overcome this deficiency, we need to establish new standards for understanding optimization algorithm behavior, which will provide understanding of the working principles behind the stochastic optimization algorithms. This includes theoretical and empirical research, which would lead to providing insight into answering questions such as (1) why does an algorithm work for some problems but does not work for others, (2) how to explore the fitness landscape to gain better understanding of the algorithm's behavior, and (3) how to interconnect stochastic optimization and machine learning to improve the algorithm's behavior on new unseen instances.
    Vrsta gradiva - zbornik ; neleposlovje za odrasle
    Založništvo in izdelava - Ljubljana : Jožef Stefan Institute, 2019
    Jezik - angleški
    ISBN - 978-961-264-152-8
    COBISS.SI-ID - 300067584

    Povezava(-e):

    http://library.ijs.si/Stacks/Proceedings/UEOB
    Digitalna knjižnica Slovenije - dLib.si

    Dostop z namenskih računalnikov v prostorih NUK



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