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Data Mining for Design and Manufacturing Book

Data Mining for Design and Manufacturing
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  • Data Mining for Design and Manufacturing
  • Written by author D. Braha
  • Published by Springer-Verlag New York, LLC, June 1993
  • 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
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Preface
Data Mining for Design and Manufacturing
Pt. IOverview of Data Mining
1Data Mining: An Introduction1
2A Survey of Methodologies and Techniques for Data Mining and Intelligent Data Discovery41
Pt. IIData Mining In Product Design
3Data Mining in Scientific Data61
4Learning to Set Up Numerical Optimizations of Engineering Designs87
5Automatic Classification and Creation of Classification Systems Using Methodologies of "Knowledge Discovery in Databases (KDD)"127
6Data Mining for Knowledge Acquisition in Engineering Design145
7A Data Mining-Based Engineering Design Support System: A Research Agenda161
Pt. IIIData Mining in Manufacturing
8Data Mining for High Quality and Quick Response Manufacturing179
9Data Mining for Process and Quality Control in the Semiconductor Industry207
10Analyzing Maintenance Data Using Data Mining Methods235
11Methodology of Mining Massive Data Sets for Improving Manufacturing Quality/Efficiency255
12Intelligent Process Control System for Quality Improvement by Data Mining in the Process Industry289
13Data Mining by Attribute Decomposition with Semiconductor Manufacturing Case Study311
14Derivation of Decision Rules for the Evaluation of Product Performance Using Genetic Algorithms and Rough Set Theory337
15An Evaluation of Sampling Methods for Data Mining with Fuzzy C-Means355
16Colour Space Mining for Industrial Monitoring371
17Non-Traditional Applications of Data Mining401
18Fuzzy-Neural-Genetic Layered Multi-Agent Reactive Control of Robotic Soccer417
Pt. IVEnabling Technologies for Data Mining in Design and Manufacturing
19Method-Specific Knowledge Compilation443
20A Study of Technical Challenges in Relocation of a Manufacturing Site465
21Using Imprecise Analogical Reasoning to Refine the Query Answers for Heterogeneous Multidatabase Systems in Virtual Enterprises487
22The Use of Process Capability Data in Design505
Index519


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