Combinatorial Machine Learning

Combinatorial Machine Learning
Author :
Publisher : Springer
Total Pages : 186
Release :
ISBN-10 : 9783642209956
ISBN-13 : 3642209955
Rating : 4/5 (955 Downloads)

Book Synopsis Combinatorial Machine Learning by : Mikhail Moshkov

Download or read book Combinatorial Machine Learning written by Mikhail Moshkov and published by Springer. This book was released on 2011-06-29 with total page 186 pages. Available in PDF, EPUB and Kindle. Book excerpt: Decision trees and decision rule systems are widely used in different applications as algorithms for problem solving, as predictors, and as a way for knowledge representation. Reducts play key role in the problem of attribute (feature) selection. The aims of this book are (i) the consideration of the sets of decision trees, rules and reducts; (ii) study of relationships among these objects; (iii) design of algorithms for construction of trees, rules and reducts; and (iv) obtaining bounds on their complexity. Applications for supervised machine learning, discrete optimization, analysis of acyclic programs, fault diagnosis, and pattern recognition are considered also. This is a mixture of research monograph and lecture notes. It contains many unpublished results. However, proofs are carefully selected to be understandable for students. The results considered in this book can be useful for researchers in machine learning, data mining and knowledge discovery, especially for those who are working in rough set theory, test theory and logical analysis of data. The book can be used in the creation of courses for graduate students.


Combinatorial Machine Learning Related Books

Combinatorial Machine Learning
Language: en
Pages: 186
Authors: Mikhail Moshkov
Categories: Technology & Engineering
Type: BOOK - Published: 2011-06-29 - Publisher: Springer

DOWNLOAD EBOOK

Decision trees and decision rule systems are widely used in different applications as algorithms for problem solving, as predictors, and as a way for knowledge
Combinatorial Machine Learning
Language: en
Pages: 186
Authors: Mikhail Moshkov
Categories: Computers
Type: BOOK - Published: 2011-06-29 - Publisher: Springer Science & Business Media

DOWNLOAD EBOOK

Decision trees and decision rule systems are widely used in different applications as algorithms for problem solving, as predictors, and as a way for knowledge
Nonlinear Combinatorial Optimization
Language: en
Pages: 317
Authors: Ding-Zhu Du
Categories: Mathematics
Type: BOOK - Published: 2019-05-31 - Publisher: Springer

DOWNLOAD EBOOK

Graduate students and researchers in applied mathematics, optimization, engineering, computer science, and management science will find this book a useful refer
The Cross-Entropy Method
Language: en
Pages: 316
Authors: Reuven Y. Rubinstein
Categories: Computers
Type: BOOK - Published: 2013-03-09 - Publisher: Springer Science & Business Media

DOWNLOAD EBOOK

Rubinstein is the pioneer of the well-known score function and cross-entropy methods. Accessible to a broad audience of engineers, computer scientists, mathemat
A First Course in Combinatorial Optimization
Language: en
Pages: 232
Authors: Jon Lee
Categories: Business & Economics
Type: BOOK - Published: 2004-02-09 - Publisher: Cambridge University Press

DOWNLOAD EBOOK

A First Course in Combinatorial Optimization is a text for a one-semester introductory graduate-level course for students of operations research, mathematics, a