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Original Articles

Applying a hybrid data-mining approach to prediction problems: a case of preferred suppliers prediction

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Pages 2935-2954 | Published online: 22 Feb 2007

References

  • Bredensteiner , EJ and Bennett , KP . 1999 . Multicategory classification by support vector machines . Comput. Optim. , 12 : 35 – 46 .
  • Chen , CM , Lee , HM and Kao , MT . 2004 . Multi-class SVMs with negative data selection for Web page classification . Proceedings of 2004 IEEE International Joint Conference . 2004 . Vol. 3 , pp. 2047 – 2052 .
  • Fayyad , UM and Uthurusamy , R . 2002 . Evolving data mining into solutions for insights . Commun. ACM , 45 : 28 – 31 .
  • Gon , A , Lez , ME , Quesada , G , Monge , M and Carlo , A . 2004 . Determining the importance of the supplier selection process in manufacturing: a case study . Int. J. Phys. Distrib. Logist. Manag. , 34 : 492 – 504 .
  • Hsu , C-W and Lin , C-J . 2003 . A comparison of methods for multi-class support vector machines . IEEE Trans. Neural Network. , 13 : 415 – 425 .
  • Huang , CC and Tseng , B . 2004 . Rough set approach to case-based reasoning . Expert Sys. Appl. , 26 : 369 – 385 .
  • Joachims , T . 2002 . Learning to Classify Text Using Support Vector Machines , Dordrecht : Kluwer .
  • Kurosu , M and Ookawa , Y . 2002 . Effects of negative information on acquiring procedural knowledge . Computers in Education, Proceedings. International Conference . December 3–6 2002 . Vol. 2 , pp. 1371 – 1372 .
  • Kusiak , A . 2001a . Feature transformation methods in data mining . IEEE Trans. Electr. Packag. Manuf. , 24 : 214 – 221 .
  • Kusiak , A . 2001b . Rough set theory: a data mining tool for semiconductor manufacturing . IEEE Trans. Electr. Packag. Manuf. , 24 : 44 – 50 .
  • Kusiak , A and Kurasek , C . 2001 . Data mining of printed circuit board defects . IEEE Trans. Robot. Automat. , 17 : 191 – 196 .
  • Kusiak , A and Tseng , T-L . 1999 . Modeling approach to data mining . Proceedings of the Industrial Engineering and Production Management Conference . 1999 , Glasgow, UK. pp. 1 – 13 .
  • Pawlak , Z . 1991 . Rough Sets , Dordrecht : Kluwer .
  • Pawlak , Z . 1982 . Rough sets . Int. J. Computer and Information Sciences , 11 : 341 – 356 .
  • Platt , J , Cristianini , N and Shawe-Taylor , J . 2000 . Large margin DAGs for multiclass classification . Adv. Neur. Informat. Process. Sys. , 12 : 547 – 553 .
  • Ruhe , G . 1996 . Qualitative analysis of software engineering data using rough sets . Proceedings of the 4th International Workshop on Rough Sets, Fuzzy Sets, and Machine Discovery . 1996 , Tokyo, Japan. pp. 292 – 299 .
  • Tseng , B , Jothishankar , MC and Wu , T . 2004 . Quality control problem in printed circuit board manufacturing – an extended rough set theory approach . J. Manuf. Sys , 23 : 56 – 72 .
  • Vapnik , VN . 1998 . Statistical Learning Theory , New York, NY : Wiley .
  • Weston , J and Watkins , C . 1998 . Multi-class Support Vector Machines , Egham : Department of Computer Science, Royal Holloway, University of London .
  • Wojcik , ZM . 1993 . Rough sets for intelligent image filtering . Proceedings of the International Workshop on Rough Sets and Knowledge Discovery . 1993 , Banff, Alberta, Canada. pp. 399 – 410 .

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