Learning with Uncertainty

ISBN-13: 9780367574178 / Angielski / Miękka / 2020 / 227 str.

Xizhao Wang; Junhai Zhai

Opis

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

Spis treści

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

O autorze

Xizhao Wang, Junhai Zhai