Genetic Algorithm: Fundamentals and Applications

· Artificial Intelligence 第 85 本图书 · One Billion Knowledgeable
电子书
93
符合条件
评分和评价未经验证  了解详情

关于此电子书

What Is Genetic Algorithm

In the fields of computer science and operations research, a genetic algorithm (GA) is a metaheuristic that is modeled after the process of natural selection and is a subcategory of evolutionary algorithms (EA), which are a broader category. By relying on biologically inspired operators like mutation, crossover, and selection, genetic algorithms are often employed to develop high-quality solutions to optimization and search problems. This is accomplished through the use of genetic programming. Applications of GA include, but are not limited to, improving the efficiency of decision trees through optimization, deciphering sudoku puzzles, optimizing hyperparameters, drawing causal inferences, and other similar tasks.


How You Will Benefit


(I) Insights, and validations about the following topics:


Chapter 1: Genetic algorithm


Chapter 2: Genetic programming


Chapter 3: Particle filter


Chapter 4: Schema (genetic algorithms)


Chapter 5: Universal Darwinism


Chapter 6: Metaheuristic


Chapter 7: Learning classifier system


Chapter 8: Rule-based machine learning


Chapter 9: Genetic representation


Chapter 10: Fitness function


(II) Answering the public top questions about genetic algorithm.


(III) Real world examples for the usage of genetic algorithm in many fields.


(IV) 17 appendices to explain, briefly, 266 emerging technologies in each industry to have 360-degree full understanding of genetic algorithm' technologies.


Who This Book Is For


Professionals, undergraduate and graduate students, enthusiasts, hobbyists, and those who want to go beyond basic knowledge or information for any kind of genetic algorithm.

为此电子书评分

欢迎向我们提供反馈意见。

如何阅读

智能手机和平板电脑
只要安装 AndroidiPad/iPhone 版的 Google Play 图书应用,不仅应用内容会自动与您的账号同步,还能让您随时随地在线或离线阅览图书。
笔记本电脑和台式机
您可以使用计算机的网络浏览器聆听您在 Google Play 购买的有声读物。
电子阅读器和其他设备
如果要在 Kobo 电子阅读器等电子墨水屏设备上阅读,您需要下载一个文件,并将其传输到相应设备上。若要将文件传输到受支持的电子阅读器上,请按帮助中心内的详细说明操作。