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Preface | ||
Data Mining for Design and Manufacturing | ||
Pt. I | Overview of Data Mining | |
1 | Data Mining: An Introduction | 1 |
2 | A Survey of Methodologies and Techniques for Data Mining and Intelligent Data Discovery | 41 |
Pt. II | Data Mining In Product Design | |
3 | Data Mining in Scientific Data | 61 |
4 | Learning to Set Up Numerical Optimizations of Engineering Designs | 87 |
5 | Automatic Classification and Creation of Classification Systems Using Methodologies of "Knowledge Discovery in Databases (KDD)" | 127 |
6 | Data Mining for Knowledge Acquisition in Engineering Design | 145 |
7 | A Data Mining-Based Engineering Design Support System: A Research Agenda | 161 |
Pt. III | Data Mining in Manufacturing | |
8 | Data Mining for High Quality and Quick Response Manufacturing | 179 |
9 | Data Mining for Process and Quality Control in the Semiconductor Industry | 207 |
10 | Analyzing Maintenance Data Using Data Mining Methods | 235 |
11 | Methodology of Mining Massive Data Sets for Improving Manufacturing Quality/Efficiency | 255 |
12 | Intelligent Process Control System for Quality Improvement by Data Mining in the Process Industry | 289 |
13 | Data Mining by Attribute Decomposition with Semiconductor Manufacturing Case Study | 311 |
14 | Derivation of Decision Rules for the Evaluation of Product Performance Using Genetic Algorithms and Rough Set Theory | 337 |
15 | An Evaluation of Sampling Methods for Data Mining with Fuzzy C-Means | 355 |
16 | Colour Space Mining for Industrial Monitoring | 371 |
17 | Non-Traditional Applications of Data Mining | 401 |
18 | Fuzzy-Neural-Genetic Layered Multi-Agent Reactive Control of Robotic Soccer | 417 |
Pt. IV | Enabling Technologies for Data Mining in Design and Manufacturing | |
19 | Method-Specific Knowledge Compilation | 443 |
20 | A Study of Technical Challenges in Relocation of a Manufacturing Site | 465 |
21 | Using Imprecise Analogical Reasoning to Refine the Query Answers for Heterogeneous Multidatabase Systems in Virtual Enterprises | 487 |
22 | The Use of Process Capability Data in Design | 505 |
Index | 519 |
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