BIBLIO is the largest independent book marketplace in the world, with over 100 million books.

Skip to content

Entropy Randomization in Machine Learning
Stock photo: cover may vary

Entropy Randomization in Machine Learning Hardback - 2022

by Yuri S. Popkov; Alexey Yu Popkov; Yuri A. Dubnov

Add to wish list

Reader reviews for Entropy Randomization in Machine Learning

From the publisher

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.

Details

  • Title Entropy Randomization in Machine Learning
  • Author Yuri S. Popkov; Alexey Yu Popkov; Yuri A. Dubnov
  • Binding Hardback
  • Pages 392
  • Volumes 1
  • Language ENG
  • Publisher CRC Press
  • Publication date 2022-08-09
  • Illustrated Yes
  • Features Bibliography, Illustrated, Index
  • ISBN 9781032306285 / 1032306289
  • Weight 1.64 lbs (0.74 kg)
  • Dimensions 9.21 x 6.14 x 0.94 in (23.39 x 15.60 x 2.39 cm)
  • Category Computers - Communications / Networking
  • Library of Congress subjects Stochastic processes, Machine learning
  • Library of Congress Catalogue Number 2022007067
  • Dewey Decimal Code 006.31

About the author

Yuri S. Popkov: Doctor of Engineering, Professor, Academician of Russian Academy of Sciences; Chief Researcher at Federal Research Center "Computer Science and Control," Russian Academy of Sciences; Chief Researcher at Trapeznikov Institute of Control Sciences, Russian Academy of Sciences; Professor at Lomonosov Moscow State University. Author of more than 250 scientific publications, including 15 monographs. His research interests include stochastic dynamic systems, optimization, machine learning, and macrosystem modeling.

Alexey Yu. Popkov: Candidate of Sciences, Leading Researcher at Federal Research Center "Computer Science and Control," Russian Academy of Sciences; author of 47 scientific publications. His research interests include software engineering, high-performance computing, data mining, machine learning, and entropy methods.

Yuri A. Dubnov: MSc in Physics, Researcher at Federal Research Center "Computer Science and Control," Russian Academy of Sciences. Author of more than 18 scientific publications. His research interests include machine learning, forecasting, randomized approaches, and Bayesian estimation.

More Copies for Sale

Entropy Randomization in Machine Learning

Entropy Randomization in Machine Learning

by Yuri S. Popkov

  • New
  • Hardback
Condition
New
Binding
Hardcover
ISBN 10 / ISBN 13
9781032306285 / 1032306289
Quantity available
1
Seller
Item price
A$179.96
A$19.46 Delivery to USA

Show details

Description:
Hardback. New.
Add to wish list
Item price
A$179.96
A$19.46 Delivery to USA
Entropy Randomization in Machine Learning

Entropy Randomization in Machine Learning

by Yuri S. Popkov

  • New
  • Hardback
Condition
New
Binding
Hardcover
ISBN 10 / ISBN 13
9781032306285 / 1032306289
Quantity available
342
Seller
Item price
A$230.03
A$15.63 Delivery to USA

Show details

Description:
Hardcover. New. New Book; Fast Shipping from UK; Not signed; Not First Edition; 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). 
Add to wish list
Item price
A$230.03
A$15.63 Delivery to USA
Entropy Randomization in Machine Learning (Chapman & Hall/CRC Machine Learning & Pattern...
Stock photo: cover may vary

Entropy Randomization in Machine Learning (Chapman & Hall/CRC Machine Learning & Pattern Recognition)

by Popkov, Yuri S./ Popkov, Alexey Yu./ Dubnov, Yuri A.

  • New
  • Hardback
Condition
New
Binding
Hardcover
ISBN 10 / ISBN 13
9781032306285 / 1032306289
Quantity available
2
Seller
Item price
A$283.78
A$29.34 Delivery to USA

Show details

Description:
Chapman and Hall/CRC, 2022. Hardcover. New. translation edition. 382 pages. 9.00x6.00x1.00 inches.
Add to wish list
Item price
A$283.78
A$29.34 Delivery to USA
Entropy Randomization in Machine Learning
Stock photo: cover may vary

Entropy Randomization in Machine Learning

by Yuri S. Popkov

  • Used
Condition
New
ISBN 10 / ISBN 13
9781032306285 / 1032306289
Quantity available
5
Seller
Item price
A$231.45
A$5.87 Delivery to USA

Show details

Description:
like new.
Add to wish list
Item price
A$231.45
A$5.87 Delivery to USA
Entropy Randomization in Machine Learning
Stock photo: cover may vary

Entropy Randomization in Machine Learning

by Yuri S. Popkov

  • New
Condition
New
ISBN 10 / ISBN 13
9781032306285 / 1032306289
Quantity available
5
Seller
Item price
A$233.04
A$5.87 Delivery to USA

Show details

Description:
new.
Add to wish list
Item price
A$233.04
A$5.87 Delivery to USA
Entropy Randomization in Machine Learning (Chapman & Hall/CRC Machine Learning & Pattern...
Stock photo: cover may vary

Entropy Randomization in Machine Learning (Chapman & Hall/CRC Machine Learning & Pattern Recognition)

  • New
  • Hardback
Condition
New
Binding
Hardcover
ISBN 10 / ISBN 13
9781032306285 / 1032306289
Quantity available
4
Seller
Item price
A$233.05
A$5.87 Delivery to USA

Show details

Description:
1st edition NO-PA16APR2015-KAP. Hardback. New.
Add to wish list
Item price
A$233.05
A$5.87 Delivery to USA
Entropy Randomization in Machine Learning (Chapman & Hall/CRC Machine Learning & Pattern...
Stock photo: cover may vary

Entropy Randomization in Machine Learning (Chapman & Hall/CRC Machine Learning & Pattern Recognition)

by Popkov, Yuri S.

  • Used
  • Good
  • Hardback
Condition
Good
Binding
Hardcover
ISBN 10 / ISBN 13
9781032306285 / 1032306289
Quantity available
1
Seller
Item price
A$237.33
Free Delivery to USA

Show details

Description:
hardcover. Good. Access codes and supplements are not guaranteed with used items. May be an ex-library book.
Add to wish list
Item price
A$237.33
Free Delivery to USA