Essentials of Pattern Recognition An Accessible Approach 1st Edition by Jianxin Wu 9781108755191 1108755194

Essentials of Pattern Recognition An Accessible Approach 1st Edition Jianxin Wu – Ebook Instant Download/Delivery ISBN(s): 9781108483469, 1108483461, 9781108755191, 1108755194

Product details:

• ISBN 10: 1108755194
• ISBN 13: 9781108755191
• Author: Jianxin Wu

This textbook introduces fundamental concepts, major models, and popular applications of pattern recognition for a one-semester undergraduate course. To ensure student understanding, the text focuses on a relatively small number of core concepts with an abundance of illustrations and examples. Concepts are reinforced with hands-on exercises to nurture the student’s skill in problem solving. New concepts and algorithms are framed by real-world context and established as part of the big picture introduced in an early chapter. A problem-solving strategy is employed in several chapters to equip students with an approach for new problems in pattern recognition. This text also points out common errors that a new player in pattern recognition may encounter, and fosters the ability for readers to find useful resources and independently solve a new pattern recognition task through various working examples. Students with an undergraduate understanding of mathematical analysis, linear algebra, and probability will be well prepared to master the concepts and mathematical analysis presented here.

Table contents:

1 Introduction

2 Mathematical Background

3 Overview of a Pattern Recognition System

4 Evaluation

5 Principal Component Analysis

6 Fisher’s Linear Discriminant

7 Support Vector Machines

8 Probabilistic Methods

9 Distance Metrics and Data Transformations

10 Information Theory and Decision Trees

11 Sparse and Misaligned Data

12 Hidden Markov Model

13 The Normal Distribution

14 The Basic Idea behind Expectation-Maximization

15 Convolutional Neural Networks

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