Kontakt
Wie einkaufen
Versand
Kaufberater
Evolutionary Learning: Advances in Theories and Algorithms
Englisch
368 b
Bis zu 30 Tage Rückgaberecht
Kunden kauften auch
/
Broschur
41.59
€
/
Broschur
14.19
€
/
Broschur
59.90
€
/
Broschur
18.95
€
Many machine learning tasks involve solving complicated optimization problems, such as working on non-differentiable, non-continuous, non-unique objective functions, and sometimes it is even hard to define an explicit objective function. Evolutionary learning applies evolutionary algorithms to address the optimization problems for machine learning, and delivers encouraging performance in applications. However, due to the heuristic nature of evolutionary optimization, most of the promising results were empirical and lacking theoretical supports. This inadequacy suppresses evolutionary learning from being well received in the machine learning community which favors solid theoretical approaches. Recently there are great research efforts devoted to address the aforementioned embarrassing issue. This book presents a series of efforts in this direction. It is composed of four parts. Part I briefly introduces evolutionary learning and some preliminaries. Part II presents general theoretical tools for the analysis of running time and approximation performance of evolutionary algorithms. Based on these general tools, Part III presents a series of theoretical results about major factors of evolutionary optimization, such as recombination, representation, inaccurate evaluation, population, noise. Part IV presents development of evolutionary learning algorithms with provable theoretical guarantees for some representative tasks, where evolutionary learning offers excellent performance.
Informationen zum Buch
Englisch
Verschenken Sie dieses Buch noch heute
Es ist ganz einfach
1 Legen Sie das Buch in Ihren Warenkorb und wählen Sie den Versand als Geschenk 2 Wir schicken Ihnen umgehend einen Gutschein 3 Das Buch wird an die Adresse des beschenkten Empfängers geliefertDas könnte Sie auch interessieren
/
Broschur
9.79
€
/
Broschur
11.19
€
/
Hardcover
40.69
€
