Entropy Randomization in Machine Learning

Entropy Randomization in Machine Learning (Chapman & Hall/CRC Machine Learning & Pattern Recognition) 1st Edition
Author: Yuri S. Popkov,Alexey Yu. Popkov,Yuri A. Dubnov,Alexander Yu. Mazurov (Translator)
Publisher Finelybook 出版社:Chapman and Hall/CRC; 1st edition (August 9, 2022)
Language 语言:English
pages 页数:392 pages
ISBN-10 书号:1032306289
ISBN-13 书号:9781032306285

Book Description
Entropy Randomization in Machine Learning presents a new approach to machine learning―entropy randomization―to obtain optimal solutions under uncertainty (uncertain data and models of the objects under study). Randomized machine-learning procedures involve models with random parameters and maximum entropy estimates of the probability density functions of the model parameters under balance conditions with measured data. Optimality conditions are derived in the form of nonlinear equations with integral components. A new numerical random search method is developed for solving these equations in a probabilistic sense. Along with the theoretical foundations of randomized machine learning, Entropy Randomization in Machine Learning considers several applications to binary classification, modelling the dynamics of the Earth’s population, predicting seasonal electric load fluctuations of power supply systems, and forecasting the thermokarst lakes area in Western Siberia.

Features

A systematic presentation of the randomized machine-learning problem: from data processing, through structuring randomized models and algorithmic procedure, to the solution of applications-relevant problems in different fields
Provides new numerical methods for random global optimization and computation of multidimensional integrals
A universal algorithm for randomized machine learning
This book will appeal to undergraduates and postgraduates specializing in artificial intelligence and machine learning, researchers and engineers involved in the development of applied machine learning systems, and researchers of forecasting problems in various fields.


下载地址:

Entropy Randomization in Machine Learning 9781032306285.rar (访问密码: 1024)

下载地址 Download隐藏内容需1积分,VIP免费,请先 !没有帐号? 注 册 一个!
觉得文章有用就打赏一下
未经允许不得转载:finelybook » Entropy Randomization in Machine Learning

评论 抢沙发

  • 昵称 (必填)
  • 邮箱 (必填)
  • 网址

觉得文章有用就打赏一下

非常感谢你的打赏,我们将继续给力更多优质内容,让我们一起创建更加美好的网络世界!

支付宝扫一扫打赏

微信扫一扫打赏