Copied Evolutionary Learning: Advances in Theories and Algorithms
Evolutionary Learning: Advances in Theories and Algorithms
Many machine learning tasks involve solving complex optimization problems, such as working on non-differentiable, non-continuous, and non-unique objective functions; in some cases it can prove difficult to even define an explicit objective function. Evolutionary learning applies evolutionary algorithms to address optimization problems in machine learning, and has yielded encouraging outcomes in many applications. However, due to the heuristic nature of evolutionary optimization, most outcomes to date have been empirical and lack theoretical support. This shortcoming has kept evolutionary learning from being well received in the machine learning community, which favors solid theoretical approaches. Recently there have been considerable efforts to address this issue. This book presents a range of those efforts, divided into four parts. Part I briefly introduces readers to evolutionary learning and provides some preliminaries, while Part II presents general theoretical tools for the analysis of running time and approximation performance in evolutionary algorithms. Based on these general tools, Part III presents a number of theoretical findings on major factors in evolutionary optimization, such as recombination, representation, inaccurate fitness evaluation, and population. In closing, Part IV addresses the development of evolutionary learning algorithms with provable theoretical guarantees for several representative tasks, in which evolutionary learning offers excellent performance.
Price Comparison
| Seller | Contact Seller | List Price | On Sale | Shipping | Best Promo | Final Price | Volume Discount | Financing | Availability | Seller's Page |
|---|---|---|---|---|---|---|---|---|---|---|
|
BEST PRICE 1 Product Purchase
|
|
$119.00 | $119.00 |
|
$119.00 | See Site | In stock | Visit Store |
Reviews
Questions & Answers
Neutrinos and Explosive Events in the Universe
$129.00
Quantum Communications
$139.99
Calcium and Phosphate Metabolism Management in Chronic Renal Disease
$109.99
Introduction to Quality Control
$159.99
Animal Models of Epilepsy
$109.99
Diseases of Forest and Ornamental Trees
$84.99
Guide to Vulnerability Analysis for Computer Networks and Systems
$59.99
Die Theorie elastischer Gewebe und ihre Anwendung auf die Berechnung biegsamer Platten
$59.99
Strukturformen und Funktionsleistungen sozialer Systeme
$69.99
Verbnde zwischen ffentlichkeit, Medien und Politik
$17.99
Methodologies for Estimating the Economic Impacts of Natural Disasters
$159.99
Network and Parallel Computing
$84.99
50 Things to Bake Before You Die: The World's Best Cakes, Pies, Brownies, Cookies, and More from Your Favorite Bakers, Including Christina Tosi, Joann
$24.95
Building Real-Time Marvels with Laravel
$54.99
Otto Sterns Verffentlichungen Band 3
$84.99
Negotiating Masculinity and Identity as a Jewish British Male
$139.99
The Russian Federation in Global Knowledge Warfare
$159.99
The Lesser-Known Albert Einstein
$119.99
Climate Change Impact on Soil Erosion in Sub-tropical Environment
$169.99
Singularity Theory, Rod Theory, and Symmetry Breaking Loads
$29.99
The Food Plot in the Nineteenth-Century British Novel
$109.99
Unternehmerische Entscheidung und Risikomanagement
$69.99
The Play of Political Culture, Emotion and Identity
$79.99
Random Evolutions and their Applications
$109.99
What Is Schizophrenia?
$54.99
Schriftspracherwerb und Unterricht
$19.99
Erfahrung verbindet
$37.99
Modern Methods of Plant Analysis/Moderne Methoden der Pflanzenanalyse
$119.00
Recursive Block Coding for Image Data Compression
$84.99
The Boltzmann Equation
$129.00
Corporate Finance
$39.00
Nervous Acts
$52.00
Modernes Regieren und Konsens
$69.99
Aquatic Animal Nutrition
$249.99
Technen: Elements of Recent History of Information Technologies with Epistemological Conclusions
$109.99
Legal Traditions, Legal Reforms and Economic Performance
$119.99
Russian Pluralism
$54.99
The Politics of Threat
$54.99
Web Engineering
$54.99
Species
$249.99
