Evolutionary Multi-Task Optimization: Foundations and Methodologies

Feng, Liang; Gupta, Abhishek; Tan, Kay Chen

ISBN 10: 9811956510 ISBN 13: 9789811956515

Editorial: Springer, 2023

Idioma: Ingl�s

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Descripci�n

In English.

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Detalles bibliogr�ficos

T�tulo

Evolutionary Multi-Task Optimization: Foundations and Methodologies

Editor

Springer

Fecha de publicaci�n

2023

Idioma

Ingl�s

ISBN 10

9811956510

ISBN 13

9789811956515

Encuadernaci�n

Encuadernaci�n de tapa blanda

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New

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Sinopsis

A remarkable facet of the human brain is its ability to manage multiple tasks with apparent simultaneity. Knowledge learned from one task can then be used to enhance problem-solving in other related tasks. In machine learning, the idea of leveraging relevant information across related tasks as inductive biases to enhance learning performance has attracted significant interest. In contrast, attempts to emulate the human brain's ability to generalize in optimization - particularly in population-based evolutionary algorithms - have received little attention to date.

Recently, a novel evolutionary search paradigm, Evolutionary Multi-Task (EMT) optimization, has been proposed in the realm of evolutionary computation. In contrast to traditional evolutionary searches, which solve a single task in a single run, evolutionary multi-tasking algorithm conducts searches concurrently on multiple search spaces corresponding to different tasks or optimization problems,each possessing a unique function landscape. By exploiting the latent synergies among distinct problems, the superior search performance of EMT optimization in terms of solution quality and convergence speed has been demonstrated in a variety of continuous, discrete, and hybrid (mixture of continuous and discrete) tasks.

This book discusses the foundations and methodologies of developing evolutionary multi-tasking algorithms for complex optimization, including in domains characterized by factors such as multiple objectives of interest, high-dimensional search spaces and NP-hardness.

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