深層学習：開発と解析 Development and Analysis of Deep Learning Architectures

著者名：Pedrycz, Witold (EDT)/Chen, Shyi-Ming (EDT)

Springer（2019/11/01発売）

• 言語：ENG
• ISBN：9783030317638
• eISBN：9783030317645

Description

This book offers a timely reflection on the remarkable range of algorithms and applications that have made the area of deep learning so attractive and heavily researched today. Introducing the diversity of learning mechanisms in the environment of big data, and presenting authoritative studies in fields such as sensor design, health care, autonomous driving, industrial control and wireless communication, it enables readers to gain a practical understanding of design. The book also discusses systematic design procedures, optimization techniques, and validation processes.

Table of Contents

Preface.- Chapter 1. Direct Error Driven Learning for Classification in Applications Generating Big-Data.- Chapter 2. Deep Learning for Soft Sensor Design.- Chapter 3. Case Study: Deep Convolutional Networks in Healthcare, etc.