
Learning with Uncertainty
CRC Press
1st Edition
Published on 16. November 2016
Book
Hardback
240 pages
978-1-4987-2412-8 (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
Bosa Roca
United States
Publishing group
Taylor & Francis Inc
Target group
College/higher education
Illustrations
75 s/w Abbildungen, 46 s/w Tabellen
46 Tables, black and white; 75 Illustrations, black and white
Dimensions
Height: 260 mm
Width: 183 mm
Thickness: 18 mm
Weight
654 gr
ISBN-13
978-1-4987-2412-8 (9781498724128)
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
Book
06/2020
1st Edition
CRC Press
€69.30
Shipment within 15-20 days

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
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