Optinformatics in Evolutionary Learning and Optimization

Idioma: inglés

Editorial: Springer, Palgrave Macmillan Mär 2021, 2021

3030709191 / 9783030709198

Serie: Libro 12 de 12 - Adaptation, Learning, and Optimization

Librería: buchversandmimpf2000, Emtmannsberg, BAYE, Alemaniabuchversandmimpf2000

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This item is printed on demand - Print on Demand Titel. Neuware -This book provides readers the recent algorithmic advances towards realizing the notion of optinformatics in evolutionary learning and optimization. The book also provides readers a variety of practical applications, including inter-domain learning in vehicle route planning, data-driven techniques for feature engineering in automated machine learning, as well as evolutionary transfer reinforcement learning. Through reading this book, the readers will understand the concept of optinformatics, recent research progresses in this direction, as well as particular algorithm designs and application of optinformatics.Evolutionary algorithms (EAs) are adaptive search approaches that take inspiration from the principles of natural selection and genetics. Due to their efficacy of global search and ease of usage, EAs have been widely deployed to address complex optimization problems occurring in a plethora of real-world domains, including image processing, automation of machine learning, neural architecture search, urban logistics planning, etc. Despite the success enjoyed by EAs, it is worth noting that most existing EA optimizers conduct the evolutionary search process from scratch, ignoring the data that may have been accumulated from different problems solved in the past. However, today, it is well established that real-world problems seldom exist in isolation, such that harnessing the available data from related problems could yield useful information for more efficient problem-solving. Therefore, in recent years, there is an increasing research trend in conducting knowledge learning and data processing along the course of an optimization process, with the goal of achieving accelerated search in conjunction with better solution quality. To this end, the term optinformatics has been coined in the literature as the incorporation of information processing and data mining (i.e., informatics) techniques into the optimization process.The primary market of this book is researchers from both academia and industry, who are working on computational intelligence methods and their applications. This book is also written to be used as a textbook for a postgraduate course in computational intelligence emphasizing methodologies at the intersection of optimization and machine learning.Springer-Verlag KG, Sachsenplatz 4-6, 1201 Wien 152 pp. Englisch. …

N° de ref. del artículo 9783030709198

Título
Optinformatics in Evolutionary Learning and Optimization
Autor
Liang Feng
Editorial
Springer, Palgrave Macmillan Mär 2021
Año de publicación
2021
Estado
Neu
Encuadernación
Buch
Idioma
inglés
ISBN 10
3030709191
ISBN 13
9783030709198
Peso del artículo
401 gramos
Dimensiones
241x160x14 mm
Serie
Libro 12 de 12: Adaptation, Learning, and Optimization

buchversandmimpf2000

Emtmannsberg, BAYE, Alemania

Vendedor de 5 estrellas

Vendedor de IberLibro desde 23 de enero de 2017

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