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Data Mining for Design and Manufacturing: Methods and Applications

Author(s): Braha, Dan
ISBN10: 1402000340
ISBN13: 9781402000348
Cover: Hardcover
 
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SummaryTable of Contents
Data Mining for Design and Manufacturing: Methods and Applications is the first book that brings together research and applications for data mining within design and manufacturing. The aim of the book is 1) to clarify the integration of data mining in engineering design and manufacturing, 2) to present a wide range of domains to which data mining can be applied, 3) to demonstrate the essential need for symbiotic collaboration of expertise in design and manufacturing, data mining, and information technology, and 4) to illustrate how to overcome central problems in design and manufacturing environments. The book also presents formal tools required to extract valuable information from design and manufacturing data, and facilitates interdisciplinary problem solving for enhanced decision making. Audience: The book is aimed at both academic and practising audiences. It can serve as a reference or textbook for senior or graduate level students in Engineering, Computer, and Management Sciences who are interested in data mining technologies. The book will be useful for practitioners interested in utilizing data mining techniques in design and manufacturing as well as for computer software developers engaged in developing data mining tools.

First book that brings the research and applications for data mining within design and manufacturing. Aimed at both academic and practising audiences. Also useful for practitioners interested in utilizing data mining in design and manufacturing as well as for computer software developers engaged in developing mining tools.
Preface Data Mining for Design and Manufacturing ix
Dan Braha
PART I: OVERVIEW OF DATA MINING
Data Mining: An Introduction
1(40)
Ishwar K. Sethi
A Survey of Methodologies and Techniques for Data Mining and Intelligent Data Discovery
41(20)
Ricardo Gonzalez
Ali Kamrani
PART II: DATA MINING IN PRODUCT DESIGN
Data Mining in Scientific Data
61(26)
Stephan Rudolph
Peter Hertkorn
Learning to Set Up Numerical Optimizations of Engineering Designs
87(40)
Mark Schwabacher
Thomas Ellman
Haym Hirsh
Automatic Classification and Creation of Classification Systems Using Methodologies of ``Knowledge Discovery in Databases (KDD)''
127(18)
Hans Grabowski
Ralf-Stefan Lossack
Jorg Weikopf
Data Mining for Knowledge Acquisition in Engineering Design
145(16)
Yoko Ishino
Yan Jin
A Data Mining-Based Engineering Design Support System: A Research Agenda
161(18)
Carol J Romanowski
Rakesh Nagi
PART III: DATA MINING IN MANUFACTURING
Data Mining for High Quality and Quick Response Manufacturing
179(28)
Jang-Hee Lee
Sang-Chan Park
Data Mining for Process and Quality Control in the Semiconductor Industry
207(28)
Mark Last
Abraham Kandel
Analyzing Maintenance Data Using Data Mining Methods
235(20)
Carol J Romanowski
Rakesh Nagi
Methodology of Mining Massive Data Sets for Improving Manufacturing Quality/Efficiency
255(34)
Jye-Chyi (JC) Lu
Intelligent Process Control System for Quality Improvement by Data Mining in the Process Industry
289(22)
Sewon Oh
Jooyung Han
Hyunbo Cho
Data Mining by Attribute Decomposition with Semiconductor Manufacturing Case Study
311(26)
Oded Maimon
Lior S. Rokach
Derivation of Decision Rules for the Evaluation of Product Performance Using Genetic Algorithms and Rough Set Theory
337(18)
Zhai Lian-Yin
Khoo Li-Pheng
Fok Sai-Cheong
An Evaluation of Sampling Methods for Data Mining with Fuzzy C-Means
355(16)
K. Josien
G. Wang
T. W. Liao
E. Triantaphyllou
M. C. Liu
Colour Space Mining for Industrial Monitoring
371(30)
K.J. Brazier
A.G. Deakin
R.D. Cooke
P.C. Russell
G.R. Jones
Non-Traditional Applications of Data Mining
401(16)
Andrew Kusiak
Fuzzy-Neural-Genetic Layered Multi-Agent Reactive Control of Robotic Soccer
417(26)
Andon V. Topalov
Spyros G. Tzafestas
PART IV: ENABLING TECHNOLOGIES FOR DATA MINING IN DESIGN AND MANUFACTURING
Method-Specific Knowledge Compilation
443(22)
J. William Murdock
Ashok K. Goel
Michael J. Donahoo
Shamkant Navathe
A Study of Technical Challenges in Relocation of a Manufacturing Site
465(22)
Guangming Zhang
Sameer Athalye
Using Imprecise Analogical Reasoning to Refine the Query Answers for Heterogeneous Multidatabase Systems in Virtual Enterprises
487(18)
Z. M. Ma
W. J. Zhang
W. Y. Ma
The Use of Process Capability Data in Design
505(14)
Anna Thornton
Index 519

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