A novel CBR system for numeric prediction

Information Sciences

Volumn 185, Issue 1, 2012, Pages 178-190

  Liu, Cheng Hsiang ^a   Chen, Hung Chi ^a  

^a NATIONAL PINGTUNG UNIVERSITY OF SCIENCE AND TECHNOLOGY   (Taiwan)

Author keywords

Case indexing; Case based reasoning; Numeric prediction

Indexed keywords

ATTRIBUTE WEIGHTING; CASE INDEXING; CBR; CBR SYSTEMS; DATA SETS; DUE DATES; DUE-DATE ASSIGNMENT; NUMERIC PREDICTION; NUMERIC VALUES; WAFER FABRICATIONS;

CASE BASED REASONING; INDEXING (OF INFORMATION);

FORECASTING;

EID: 80755139405     PISSN: 00200255     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.ins.2011.09.024     Document Type: Article

References (51)

1. H. Ahn, and K.-J. Kim Bankruptcy prediction modeling with hybrid case-based reasoning and genetic algorithms approach Applied Soft Computing 9 2 2009 599 607
2. A. An, N. Cercone, and C. Chan Integrating rule induction and case-based reasoning to enhance problem solving Lecture Notes in Computer Science 1266 1997 499 508 (Pubitemid 127103956)
3. N. Arshadi, and I. Jurisica Data mining for case-based reasoning in high-dimensional biological domains IEEE Transactions on Knowledge and Data Engineering 17 8 2005 1127 1137 (Pubitemid 41259854)
4. B. Baruque, E. Corchado, A. Mata, and J.M. Corchado A forecasting solution to the oil spill problem based on a hybrid intelligent system Information Sciences 180 2010 2029 2043
5. G.R. Beddoe, and S. Petrovic Selecting and weighting features using a genetic algorithm in a case-based reasoning approach to personnel rostering European Journal of Operational Research 175 2 2006 649 671 (Pubitemid 44345066)
6. M.L. Borrajo, J.M. Corchado, E.S. Corchado, M.A. Pellicer, and J. Bajo Multi-agent neural business control system Information Sciences 180 2010 911 927
7. S.M. Bryant A case-based reasoning approach to bankruptcy prediction modeling International Journal of Intelligent Systems in Accounting, Finance & Management 6 3 1997 195 214
8. J.L. Castro, M. Navarro, J.M. Sánchez, and J.M. Zurita Loss and gain functions for CBR retrieval Information Sciences 179 2009 1738 1750
9. F.-C.R. Chang A study of factors affecting due-date predictability in a simulated dynamic job shop Journal of Manufacturing Systems 13 6 1994 393 400
10. P.-C. Chang, J.-C. Hsieh, and T.W. Liao A case-based reasoning approach for due-date assignment in a wafer fabrication factory Proceedings of the 4th International Conference on Case-Based Reasoning 2001 Springer-Verlag Berlin, Germany 648 659 (Pubitemid 33312763)
11. Y.J. Chang, and C.E. Lee A bottleneck based due date assignment methodology International Journal of Manufacturing Technology and Management 1 2-3 2000 318 327
12. T.C.E. Cheng, and J. Jiang Job shop scheduling for missed due-date performance Computer & Industrial Engineering 34 2 1998 297 307 (Pubitemid 128458239)
13. C.-C. Chiu, P.-C. Chang, and N.-H. Chiu A case-based expert support system for due-date assignment in a wafer fabrication factory Journal of Intelligent Manufacturing 14 3-4 2003
14. R.W. Conway Priority dispatching and job lateness in a job shop Journal of Industry Engineering 16 4 1965 287 296
15. S.Z. Doan, D. Arditi, and H. Murat Günaydin Determining attribute weights in a CBR model for early cost prediction of structural systems Journal of Construction Engineering and Management 132 10 2006 1092 1098 (Pubitemid 44410235)
16. S.Z. Doan, D. Arditi, and H. Murat Günaydin Using decision trees for determining attribute weights in a case-based model of early cost prediction Journal of Construction Engineering and Management 134 2 2008 146 152
17. S. Eilon, and I.G. Chowdhury Due date in job shop scheduling International Journal of Production Research 14 1976 223 238
18. G.R. Finnie, G.E. Witting, and J. Desharnais Estimating software development effort with case-based reasoning Proceedings of the 2nd International Conference on Case-Based Reasoning 1997 Springer Verlag Berlin, Germany 13 22 (Pubitemid 127103911)
19. E.S. Gee, and C.H. Smith Selecting allowance policies for improved job shop performance International Journal of Production Research 31 8 1993 1839 1852 (Pubitemid 23681151)
20. M.A. Hall Correlation-based feature selection for discrete and numeric class machine learning Proceedings of the 17th International Conference on Machine Learning 2000 Morgan Kaufmann San Francisco, CA 359 366
21. S.Y. Hsu, and D.Y. Sha Due date assignment using artificial neural networks under different shop floor control strategies International Journal of Production Research 42 9 2004 1727 1745
22. H. Jo, I. Han, and H. Lee Bankruptcy prediction using case-based reasoning, neural networks and discriminant analysis Expert Systems with Applications 13 2 1997 97 108 (Pubitemid 127400547)
23. K.S. Kim, and I. Han The cluster-indexing method for case-based reasoning using self organizing maps and learning vector quantization for bond rating cases Expert Systems with Applications 21 3 2001 147 156 (Pubitemid 32935101)
24. S.-Y. Kim, J.-W. Choi, G.-H. Kim, and K.-I. Kang Comparing cost prediction methods for apartment housing projects: CBR versus ANN Journal of Asian Architecture and Building Engineering 4 1 2005 113 120
25. Y.D. Kim, J.U. Kim, S.K. Lim, and H.B. Jun Due-date based scheduling and control policies in a multiproduct semiconductor wafer fabrication facility IEEE Transactions on Semiconductor Manufacturing 11 1998 155 164
26. H. Li, and J. Sun Gaussian case-based reasoning for business failure prediction with empirical data in China Information Sciences 179 2009 89 108
27. Y.F. Li, M. Xie, and T.N. Goh A study of mutual information based feature selection for case based reasoning in software cost estimation Expert Systems with Applications 36 3 2009 5921 5931
28. T.W. Liao, Z.M. Zhang, and C.R. Mount A case-based reasoning system for identifying failure mechanisms Engineering Applications of Artificial Intelligence 13 2 2000 199 213 (Pubitemid 30555978)
29. R. Lopez de Mantaras Case-based reasoning Lecture Notes in Computer Science vol. 2049 2001 Springer-Verlag Heidelberg
30. S.K. Pal, and S.C.K. Shiu Foundations of soft case-based reasoning Wiley Series on Intelligent Systems 2004
31. P.R. Philipoom, L.P. Rees, and L. Wiegmann Using artificial neural networks to determine internally-set due date assignment for shop scheduling Decision Sciences 25 5-6 1994 825 847
32. P.R. Philipoom, L. Wiegmann, and L.P. Rees Cost-based due-date assignment with the use of classical and neural-network approaches Naval Research Logistics 44 1 1997 21 46 (Pubitemid 127558142)
33. G.L. Ragatz, and V.A. Mabert A simulation analysis of due date assignment rules Journal of Operations Management 5 1 1984 27 39
34. C.K. Riesbeck, and R.C. Schank Inside Case-Based Reasoning 1989 Lawrence Erlbaum Associates Hillsdale, NJ
35. D.B. Roman, and A.G. Valle Dynamic assignation of due dates in an assembly shop based in simulation International Journal of Production Research 34 6 1996 1539 1554 (Pubitemid 126519768)
36. M. Salamó, E. Golobarde, D. Vernet, and M. Nieto Weighting methods of case-based classifier system LEARNING'00 2000 IEEE Madrid, Spain
37. I. Sabuncuoglu, and A. Comlekci Operation-based flowtime estimation in a dynamic job shop Omega 30 6 2002 423 442
38. D.Y. Sha, and S.Y. Hsu Due-date assignment in wafer fabrication using artificial neural networks International Journal of Advanced Manufacturing Technology 23 9-10 2004 768 775
39. M. Shaw, and J. Gentry Inductive learning for risk classification IEEE Expert: Intelligent Systems and Their Applications 5 1 1990 47 53 (Pubitemid 20712230)
40. K.S. Shin, and I. Han Case-based reasoning supported by genetic algorithms for corporate bond rating Expert Systems with Applications 16 2 1999 85 95 (Pubitemid 129667273)
41. K.S. Shin, and I. Han A case-based approach using inductive indexing for corporate bond rating Decision Support Systems 32 1 2001 41 52 (Pubitemid 32866916)
42. C.H. Smith, E.D. Minor, and H.J. Wen Regression-based due date assignment rules for improved assembly shop performance International Journal of Production Research 33 9 1995 2375 2385
43. C.-H. Tsai, C.-T. Chang, and R.-K. Li Integrating order release control with due-date assignment rules International Journal of Production Research 35 12 1997 3379 3392 (Pubitemid 127700298)
44. E.A. Veral Computer simulation of due-date setting in multi-machine job shops Computers & Industrial Engineering 41 1 2001 77 94 (Pubitemid 32842062)
45. M.M. Vig, and K.J. Dooley Dynamic rules for due date assignment International Journal of Production Research 29 7 1991 1361 1377
46. Y. Wang, I.H. Witten, Induction of model trees for predicting continuous classes, in: Proceedings of the poster papers of the European Conference on Machine Learning, University of Economics, Faculty of Informatics and Statistics, Prague, 1997, pp. 128-137.
47. I. Watson, and F. Marir Case-based reasoning: a review The Knowledge Engineering Review 9 4 1994 355 381
48. I. Watson, and H. Watson CAIRN: a case-based document retrieval system N. Filer, I. Watson, Proceedings of the 3rd United Kingdom Case-Based Reasoning Workshop 1997 University of Manchester
49. L.M. Wein Scheduling semiconductor wafer fabrication IEEE Transactions on Semiconductor Manufacturing 1 1988 115 130
50. K. Yu, X. Xu, M. Ester, and H.-P. Kriegel Selection for collaborative filtering: an information-theoretic approach Knowledge and Information Systems 5 2 2003 201 224
51. Z.-H. Zhou, Y. Jiang, and S.-F. Chen Extracting symbolic rules from trained neural network ensembles AI Communications 16 1 2003 3 15