
Learning with Uncertainty
CRC Press
1st Edition
Published on 30. June 2020
Book
Paperback/Softback
227 pages
978-0-367-57417-8 (ISBN)
Description
Learning with uncertainty covers a broad range of scenarios in machine learning, this book mainly focuses on: (1) Decision tree learning with uncertainty, (2) Clustering under uncertainty environment, (3) Active learning based on uncertainty criterion, and (4) Ensemble learning in a framework of uncertainty. The book starts with the introduction to uncertainty including randomness, roughness, fuzziness and non-specificity and then comprehensively discusses a number of key issues in learning with uncertainty, such as uncertainty representation in learning, the influence of uncertainty on the performance of learning system, the heuristic design with uncertainty, etc.
Most contents of the book are our research results in recent decades. The purpose of this book is to help the readers to understand the impact of uncertainty on learning processes. It comes with many examples to facilitate understanding. The book can be used as reference book or textbook for researcher fellows, senior undergraduates and postgraduates majored in computer science and technology, applied mathematics, automation, electrical engineering, etc.
Most contents of the book are our research results in recent decades. The purpose of this book is to help the readers to understand the impact of uncertainty on learning processes. It comes with many examples to facilitate understanding. The book can be used as reference book or textbook for researcher fellows, senior undergraduates and postgraduates majored in computer science and technology, applied mathematics, automation, electrical engineering, etc.
More details
Language
English
Place of publication
London
United Kingdom
Publishing group
Taylor & Francis Ltd
Target group
College/higher education
Dimensions
Height: 234 mm
Width: 156 mm
Thickness: 13 mm
Weight
371 gr
ISBN-13
978-0-367-57417-8 (9780367574178)
Copyright in bibliographic data and cover images is held by Nielsen Book Services Limited or by the publishers or by their respective licensors: all rights reserved.
Schweitzer Classification
Other editions
Additional editions

Xizhao Wang | Junhai Zhai
Learning with Uncertainty
E-Book
11/2016
CRC Press
€63.49
Available for download

Xizhao Wang | Junhai Zhai
Learning with Uncertainty
E-Book
11/2016
CRC Press
€63.49
Available for download

Xizhao Wang | Junhai Zhai
Learning with Uncertainty
Book
11/2016
1st Edition
CRC Press
€244.50
Shipment within 15-20 days
Persons
Xizhao Wang, Junhai Zhai
Author
Hebei University, Baoding, PR of China
Hebei University, Baoding, PR of China
Content
Preface
Symbols and Abbreviations
Chapter 1 Uncertainty 13
Chapter 2 Decision Tree with Uncertainty
Chapter 3 Clustering under Uncertainty Environment 77
Chapter 4 Active Learning with Uncertainty 121
Chapter 5 Ensemble learning with Uncertainty 173
Index
Symbols and Abbreviations
Chapter 1 Uncertainty 13
Chapter 2 Decision Tree with Uncertainty
Chapter 3 Clustering under Uncertainty Environment 77
Chapter 4 Active Learning with Uncertainty 121
Chapter 5 Ensemble learning with Uncertainty 173
Index