عنوان

Genetic Algorithms + Data Structures = Evolution Programs

شابک

3662074184

شابک

9783662074183

شماره

b548446

عنوان اصلي

Genetic Algorithms + Data Structures = Evolution Programs

نام عام مواد

[Book]

نام نخستين پديدآور

by Zbigniew Michalewicz.

وضعيت ويراست

Second, Extended edition

محل نشرو پخش و غیره

Berlin, Heidelberg

نام ناشر، پخش کننده و غيره

Springer Berlin Heidelberg

تاریخ نشرو بخش و غیره

1994

نام خاص و کميت اثر

(xvi, 340 pages)

متن يادداشت

I. Genetic Algorithms --;1 GAs: What Are They? --;2 GAs: How Do They Work? --;3 GAs: Why Do They Work? --;4 GAs: Selected Topics --;II. Numerical Optimization --;5 Binary or Float? --;6 Fine Local Tuning --;7 Handling Constraints --;8 Evolution Strategies and Other Methods --;III. Evolution Programs --;9 The Transportation Problem --;10 The Traveling Salesman Problem --;11 Drawing Graphs, Scheduling, Partitioning, and Path Planning --;12 Machine Learning --;Conclusions --;References.

متن يادداشت

Genetic algorithms are founded upon the principle of evolution, i.e., survival of the fittest. Hence evolution programming techniques, based on genetic algorithms, are applicable to many hard optimization problems, such as optimization of functions with linear and nonlinear constraints, the traveling salesman problem, and problems of scheduling, partitioning, and control. The importance of these techniques has been growing in the last decade, since evolution programs are parallel in nature, and parallelism is one of the most promising directions in computer science. The book is self-contained and the only prerequisite is basic undergraduate mathematics. It is aimed at researchers, practitioners, and graduate students in computer science and artificial intelligence, operations research, and engineering. This second edition includes several new sections and many references to recent developments. A simple example of genetic code and an index are also added. Writing an evolution program for a given problem should be an enjoyable experience - this book may serve as a guide to this task.

موضوع مستند نشده

Artificial intelligence.

موضوع مستند نشده

Computer science.

موضوع مستند نشده

Software engineering.

شماره رده

نشانه اثر

مستند نام اشخاص تاييد نشده

by Zbigniew Michalewicz.

مستند نام اشخاص تاييد نشده

Zbigniew Michalewicz

نام الکترونيکي

نوع ماده

[Book]

تكميل شده

Y