Knowledge Extraction in Manufacturing using Data Mining Techniques

Nowadays many production companies collect and store production and process data in large databases. Unfortunately the data is rarely used in the most value generating way, i.e.,  finding  patterns ...

[1]  Xianming Shi,et al.  Applying artificial neural networks and virtual experimental design to quality improvement of two industrial processes , 2004 .

[2]  Andrew Kusiak,et al.  Data Mining in Manufacturing: A Review , 2006 .

[3]  Ian H. Witten,et al.  Data mining - practical machine learning tools and techniques, Second Edition , 2005, The Morgan Kaufmann series in data management systems.

[4]  Ian Witten,et al.  Data Mining , 2000 .

[5]  J. R. Quinlan,et al.  Data Mining Tools See5 and C5.0 , 2004 .

[6]  Stan Matwin,et al.  Data mining to predict aircraft component replacement , 1999, IEEE Intell. Syst..

[7]  Shinichi Morishita,et al.  On Classification and Regression , 1998, Discovery Science.

[8]  Leo Breiman,et al.  Bagging Predictors , 1996, Machine Learning.

[9]  Ian H. Witten,et al.  Data mining: practical machine learning tools and techniques, 3rd Edition , 1999 .

[10]  Leo Breiman,et al.  Random Forests , 2001, Machine Learning.

[11]  KohaviRon,et al.  An Empirical Comparison of Voting Classification Algorithms , 1999 .

[12]  Christopher M. Bishop,et al.  Classification and regression , 1997 .

[13]  David A. Koonce,et al.  Using data mining to find patterns in genetic algorithm solutions to a job shop schedule , 2000 .

[14]  Björn Karlsson,et al.  A fusion toolbox for sensor data fusion in industrial recycling , 2002, IEEE Trans. Instrum. Meas..

[15]  Ron Kohavi,et al.  The Case against Accuracy Estimation for Comparing Induction Algorithms , 1998, ICML.

[16]  Dan Braha,et al.  Data Mining for Design and Manufacturing , 2001, Massive Computing.

[17]  J. Ross Quinlan,et al.  Induction of Decision Trees , 1986, Machine Learning.

[18]  D. Ruppert The Elements of Statistical Learning: Data Mining, Inference, and Prediction , 2004 .

[19]  J. Ross Quinlan,et al.  C4.5: Programs for Machine Learning , 1992 .

[20]  C. McGreavy,et al.  Data Mining and Knowledge Discovery for Process Monitoring and Control , 1999 .

[21]  Eric Bauer,et al.  An Empirical Comparison of Voting Classification Algorithms: Bagging, Boosting, and Variants , 1999, Machine Learning.

[22]  Padhraic Smyth,et al.  From Data Mining to Knowledge Discovery in Databases , 1996, AI Mag..

[23]  Robert Tibshirani,et al.  The Elements of Statistical Learning: Data Mining, Inference, and Prediction, 2nd Edition , 2001, Springer Series in Statistics.