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Dimitris Souravlias & Konstantinos E. Parsopoulos 
Algorithm Portfolios 
Advances, Applications, and Challenges

Підтримка

This book covers algorithm portfolios, multi-method schemes that harness optimization algorithms into a joint framework to solve optimization problems. It is expected to be a primary reference point for researchers and doctoral students in relevant domains that seek a quick exposure to the field. The presentation focuses primarily on the applicability of the methods and the non-expert reader will find this book useful for starting designing and implementing algorithm portfolios. The book familiarizes the reader with algorithm portfolios through current advances, applications, and open problems. Fundamental issues in building effective and efficient algorithm portfolios such as selection of constituent algorithms, allocation of computational resources, interaction between algorithms and parallelism vs. sequential implementations are discussed. Several new applications are analyzed and insights on the underlying algorithmic designs are provided. Future directions, new challenges, andopen problems in the design of algorithm portfolios and applications are explored to further motivate research in this field.


€69.54
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Зміст

1. Metaheuristic optimization algorithms.- 2. Algorithm portfolios.- 3. Selection of constituent algorithms.- 4. Allocation of computation resources.- 5. Sequential and parallel models.- 6. Recent applications.- 7. Epilogue.- References.
Мова Англійська ● Формат PDF ● Сторінки 92 ● ISBN 9783030685140 ● Розмір файлу 1.7 MB ● Видавець Springer International Publishing ● Місто Cham ● Країна CH ● Опубліковано 2021 ● Завантажувані 24 місяців ● Валюта EUR ● Посвідчення особи 7789281 ● Захист від копіювання Соціальний DRM

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