Applying data mining to manufacturing: the nature and implications

• Adriaans P., Zantinge D. (1998) Data Mining. Harlow, Addison-Wesley

  Google Scholar 

• Baragoin, C., Andersen, C. M., Bayerl, S., Bent, G., Lee, J., & Schommer, C. (2001). Mining your own business in telecoms, International technical support organization, IBM (http://www.redbooks.ibm.com).

• Braha D. (Eds). (2001) Data Mining for design and manufacturing—methods and applications. The Nederland, Kluwer Academic Publishers

  Google Scholar 

• Breiman L., Friedman J., Olshen R., Stone C. (1984) Classification and regression trees. Belmont, CA, Wadsworth International Group

  Google Scholar 

• Chen S.Y., Liu X. (2005) Data Mining from 1994–2004: An application-oriented review. International Journal of Business Intelligence and Data Mining 1(1): 4–21

  Article  Google Scholar 

• Chen W.C., Tseng S.S., Wang C.Y. (2005) A novel manufacturing defect detection methods using association rule mining techniques. Expert systems with applications 29(4): 807–815

  Article  Google Scholar 

• Fayyad U., Piatetsky-Shapiro G., Smyth P. (1996) From Data Mining to knowledge discovery: An overview. In: Fayyad U., Piatetsky-Shapiro G., Smyth P., Uthurusamy R. (eds). Advances in Knowledge Discovery and Data Mining. MIT Press, Cambridge MA, pp. 1–36

  Google Scholar 

• Fayyad U., Stolorz P. (1997) Data Mining and KDD: Promise and challenge. Future Generation Computer Systems 13(2): 99–115

  Article  Google Scholar 

• Fountain T., Dietterich T., Sundyka B, (2000). Mining IC test data to optimization VLSI testing. In Simoff J., Zaiane O. (eds). Proceedings 6th ACM SIGKDD Conference, (pp. 18–25). Boston, MA, USA.

• Gardner M., Bieker J. (2000) Data mining solves tough semiconductor manufacturing problem. In: Simoff J., Zaiane O. (Eds), Proceedings 6th ACM SIGKDD Conference (pp. 376–383). Boston, MA, USA.

• Hsu C.H., Wang M.J.J. (2005) Using decision tree-based Data Mining to establish a sizing system for manufacture of garments. International Journal of Advance Manufacturing Technology 26, 669–674

  Article  Google Scholar 

• Kantardzic, M. (2003). Data Mining—concepts, models, methods, and algorithms. Wiley-Interscience

• Kasravi, K. (1997). Data Mining and knowledge discovery in manufacturing. AUTOFACT’97, Information Technologies for the Manufacturing Enterprise, Michigan

• Klosgen, W., & Zytkow, J. M. (Eds.), (2002). Handbook of Data Mining and knowledge discovery. Oxford University Press, Inc.

• Kusiak A. (2006) Data mining: Manufacturing and service applications. International Journal of Production Research 44(18–19): 4175–4191

  Article  Google Scholar 

• Last M., Kandel A. (2004) Discovering useful and understandable patterns in manufacturing data. Robotics and Autonomous Systems 49, 137–152

  Article  Google Scholar 

• Li X.B., Sweigart J., Teng J., Donohue J., Thombs L. (2001) A dynamic programming based pruning method for decision trees. Journal on Computing 13(4): 332–344

  Google Scholar 

• Milne R., Drummond M., Renoux P. (1998). Predicting paper making defect on-line using data mining. Knowledge-Based Systems 11, 331–338

  Article  Google Scholar 

• Quinlan J.R. (1992) C4.5: Programs for machine learning. San Mateo, CA, Morgan Kaufmann

  Google Scholar 

• Reinschmidt, J., Gottschalk, H., Kim, H., & Zwietering, D. (1999). Intelligent miner for data: Enhance your business intelligence. International technical support organization, IBM (http://www.redbooks.ibm.com).

• Rokach L., Maimon O. (2006). Data mining for improving the quality of manufacturing: a feature set decomposition approach. Journal of Intellectual Manufacturing 17, 285–299

  Article  Google Scholar 

• Tsironis L., Bilalis N., Moustakis V. (2005) Using machine learning to support quality management—framework and experimental investigation. The TQM magazine 17(3): 237–248

  Article  Google Scholar 

• Wang, K. (2005). Applied computational intelligence in intelligent manufacturing systems. Advanced Knowledge International.

• Wang, K., Fabien, C., Wang, Y., Yuan, Q., & Fang, M. (2004). Proceedings of the 6th international conference on frontiers of design and manufacturing. June 26–28, Xi’an, China.

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