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Applying Data Mining Techniques to Address Critical Process Optimization Needs in Advanced Manufacturing

Published on Oct 07, 20142293 Views

Chunqiu Zeng

Advanced manufacturing such as aerospace, semi-conductor, and flat display device often involves complex production processes, and generates large volume of production data. In general, the production

Industry & Government Sessions

Related categories

Data MiningKnowledge Extraction

Chapter list

Applying Data Mining Techniques to Address Critical Process Optimization Needs in Advanced Manufacturing00:00
Outline00:12
Introduction00:28
PDP(Plasma Display Panel) Manufacturing from ChangHong00:55
Introduction02:13
Motivation - 102:33
Motivation - 203:43
Challenges - 104:44
Challenges - 205:18
Methodologies06:09
System Overview06:40
Data Exploration07:09
Result Management07:21
Data Analysis - 107:41
Data Analysis - 208:01
Ensemble Feature Selection08:02
Regression Analysis08:39
Discriminative Analysis08:58
System Deployment09:19
Real Findings (by feature selection)09:27
Real Findings (by regression)09:57
Real Findings (by Discriminative Analysis)10:08
Conclusion10:35
Question and Answer10:55