-
2
-
-
34548547051
-
Handling generalized cost functions in the partitioning optimization problem through sequential binary programming
-
DOI 10.1109/ICDM.2005.74, 1565655, Proceedings - Fifth IEEE International Conference on Data Mining, ICDM 2005
-
A.S. Abrahams, A. Becker, D. Fleder, and I.C. MacMillan Handling generalized cost functions in the partitioning optimization problem through sequential binary programming Proceedings of the 5th IEEE International Conference on Data Mining 2005 3 9 (Pubitemid 47385670)
-
(2005)
Proceedings - IEEE International Conference on Data Mining, ICDM
, pp. 3-9
-
-
Abrahams, A.S.1
Fleder, D.2
Backer, A.3
MacMillan, I.C.4
-
4
-
-
84957107950
-
Pruning Decision Trees with Misclassification Costs
-
Machine Learning: ECML-98
-
J.P. Bradford, C. Kunz, R. Kohavi, C. Brunk, and C.E. Brodley In pruning decision trees with misclassification costs Proceedings of 10th European Conference on Machine Learning 1998 131 136 (Pubitemid 128067177)
-
(1998)
Lecture Notes in Computer Science
, Issue.1398
, pp. 131-136
-
-
Bradford, J.P.1
Kunz, C.2
Kohavi, R.3
Brunk, C.4
Brodley, C.E.5
-
6
-
-
68549121111
-
C4.5 and imbalanced data sets: Investigating the effect of sampling method, probabilistic estimate, and decision tree structure
-
N.V. Chawla C4.5 and imbalanced data sets: investigating the effect of sampling method, probabilistic estimate, and decision tree structure Workshop on Learning from Imbalanced Data Sets II 2003
-
(2003)
Workshop on Learning from Imbalanced Data Sets II
-
-
Chawla, N.V.1
-
7
-
-
33750322282
-
Cost-sensitive decision tree learning for forensic classification
-
Machine Learning: ECML 2006 - 17th European Conference on Machine Learning, Proceedings
-
J.V. Davis, J. Ha, C.J. Rossbach, H.E. Ramadan, and E. Witchel Cost-sensitive decision tree learning for forensic classification Proceedings of the 17th European Conference on Machine Learning (ECML) 2006 622 629 (Pubitemid 44618870)
-
(2006)
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
, vol.4212
, pp. 622-629
-
-
Davis, J.V.1
Ha, J.2
Rossbach, C.J.3
Ramadan, H.E.4
Witchel, E.5
-
8
-
-
0344324689
-
MetaCost: A general method for making classifiers cost-sensitive
-
P. Domingos MetaCost: a general method for making classifiers cost-sensitive Knowledge Discovery and Data Mining 1999 155 164
-
(1999)
Knowledge Discovery and Data Mining
, pp. 155-164
-
-
Domingos, P.1
-
10
-
-
37249037628
-
Cost-sensitive decision trees with pre-pruning
-
Advances in Artificial Intelligence - 20th Conference of the Canadian Society for Computational Studies of Intelligence, Canadian AI 2007, Proceedings
-
Du, J.; Cai, Z.; Ling, C.X.; 2007. Cost-sensitive decision trees with pre-pruning. Advances in Artificial Intelligence, Lecture Notes in Computer Science, vol. 4509/2007, pp. 171-179. (Pubitemid 350269926)
-
(2007)
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
, vol.4509
, pp. 171-179
-
-
Du, J.1
Cai, Z.2
Ling, C.X.3
-
22
-
-
34547963287
-
Asymmetric boosting
-
DOI 10.1145/1273496.1273573, Proceedings, Twenty-Fourth International Conference on Machine Learning, ICML 2007
-
H. Masnadi-Shirazi, and N. Vasconcelos Asymmetric boosting Proceedings of the 24th International Conference on Machine Learning 2007 609 619 (Pubitemid 47275116)
-
(2007)
ACM International Conference Proceeding Series
, vol.227
, pp. 609-619
-
-
Masnadi-Shirazi, H.1
Vasconcelos, N.2
-
27
-
-
0026154832
-
Use of background knowledge in decision tree induction
-
DOI 10.1023/A:1022609710832
-
M. Nunez The use of background knowledge in decision tree induction Machine Learning 6 1991 231 250 (Pubitemid 21737707)
-
(1991)
Machine Learning
, vol.6
, Issue.3
, pp. 231-250
-
-
Nunez Marlon1
-
28
-
-
85041528332
-
Reducing misclassification costs
-
M. Pazzani, C. Merz, P. Murphy, K. Ali, T. Hume, and C. Brunk Reducing misclassification costs Proceedings of the Eleventh International Conference on Machine Learning 1994 217 225
-
(1994)
Proceedings of the Eleventh International Conference on Machine Learning
, pp. 217-225
-
-
Pazzani, M.1
Merz, C.2
Murphy, P.3
Ali, K.4
Hume, T.5
Brunk, C.6
-
29
-
-
0041992571
-
Well-trained PETs: Improving probability estimation trees
-
Stern School of Business, New York University, NY, NY 10012
-
Provost, F.; Domingos, P.; 2000. Well-trained PETs: improving probability estimation trees. CDER Working Paper #00-04-IS, Stern School of Business, New York University, NY, NY 10012.
-
(2000)
CDER Working Paper #00-04-IS
-
-
Provost, F.1
Domingos, P.2
-
30
-
-
34250704657
-
Semi-parametric optimization for missing data imputation
-
Y.S. Qin Semi-parametric optimization for missing data imputation Applied Intelligence 27 1 2007 79 88
-
(2007)
Applied Intelligence
, vol.27
, Issue.1
, pp. 79-88
-
-
Qin, Y.S.1
-
31
-
-
26944435647
-
In cost-sensitive decision trees with multiple cost scales
-
Cairns, Queensland, Australia, December 6-10, 2004
-
Z.X. Qin, C.Q. Zhang, and S.C. Zhang In cost-sensitive decision trees with multiple cost scales Proceedings of the 17th Australian Joint Conference on Artificial Intelligence (AI 2004) Cairns, Queensland, Australia, December 6-10, 2004 2004
-
(2004)
Proceedings of the 17th Australian Joint Conference on Artificial Intelligence (AI 2004)
-
-
Qin, Z.X.1
Zhang, C.Q.2
Zhang, S.C.3
-
32
-
-
26944448212
-
Dynamic test-sensitive decision trees with multiple cost scales
-
Fuzzy Systems and Knowledge Discovery: Second International Conference, FSKD 2005. Proceedings
-
Z.X. Qin, C.Q. Zhang, X. Xie, and S.C. Zhang Dynamic test-sensitive decision trees with multiple cost scales Proceedings of FSKD 2005 2005 402 405 (Pubitemid 41480280)
-
(2005)
Lecture Notes in Artificial Intelligence (Subseries of Lecture Notes in Computer Science)
, vol.3613
, Issue.PART I
, pp. 402-405
-
-
Qin, Z.1
Zhang, C.2
Xie, X.3
Zhang, S.4
-
36
-
-
34250776037
-
Feature value acquisition in testing: A sequential batch test algorithm
-
V.S. Sheng, and C.X. Ling Feature value acquisition in testing: a sequential batch test algorithm ICML 2006 2006 809 816
-
(2006)
ICML 2006
, pp. 809-816
-
-
Sheng, V.S.1
Ling, C.X.2
-
39
-
-
0027682298
-
Cost-sensitive learning of classification knowledge and its applications in robotics
-
M. Tan Cost-sensitive learning of classification knowledge and its applications in robotics Machine Learning 13 1993 7 33
-
(1993)
Machine Learning
, vol.13
, pp. 7-33
-
-
Tan, M.1
-
40
-
-
0036565589
-
An instance-weighting method to induce cost-sensitive trees
-
DOI 10.1109/TKDE.2002.1000348
-
K.M. Ting An instance-weighting method to induce cost-sensitive trees IEEE Transactions on Knowledge and Data Engineering 14 3 2002 659 665 (Pubitemid 34669622)
-
(2002)
IEEE Transactions on Knowledge and Data Engineering
, vol.14
, Issue.3
, pp. 659-665
-
-
Ting, K.M.1
-
41
-
-
84957062500
-
Boosting Trees for Cost-Sensitive Classifications
-
Machine Learning: ECML-98
-
K. Ting, and Z. Zheng Boosting Trees for Cost-Sensitive Classifications Machine Learning: ECML-98: 10th European Conf on Machine Learning 1998 190 195 (Pubitemid 128067184)
-
(1998)
LNCS
, Issue.1398
, pp. 190-195
-
-
Ting, K.M.1
Zheng, Z.2
-
42
-
-
0000865580
-
Cost-sensitive classification: Empirical evaluation of a hybrid genetic decision tree induction algorithm
-
P.D. Turney Cost-sensitive classification: empirical evaluation of a hybrid genetic decision tree induction algorithm Journal of Artificial Intelligence Research 2 1995 369 409
-
(1995)
Journal of Artificial Intelligence Research
, vol.2
, pp. 369-409
-
-
Turney, P.D.1
-
44
-
-
77953324515
-
Handling over-fitting in test cost-sensitive decision tree learning by feature selection, smoothing and pruning
-
T. Wang, Z.X. Qin, Z. Jin, and S.C. Zhang Handling over-fitting in test cost-sensitive decision tree learning by feature selection, smoothing and pruning Journal of Systems and Software 83 2010 1137 1147
-
(2010)
Journal of Systems and Software
, vol.83
, pp. 1137-1147
-
-
Wang, T.1
Qin, Z.X.2
Jin, Z.3
Zhang, S.C.4
-
48
-
-
77955227108
-
Cost-sensitive classification with respect to waiting cost
-
S.C. Zhang Cost-sensitive classification with respect to waiting cost Knowledge-Based Systems 23 2010 369 378
-
(2010)
Knowledge-Based Systems
, vol.23
, pp. 369-378
-
-
Zhang, S.C.1
-
49
-
-
84857372439
-
KNN-CF approach: Incorporating certainty factor to kNN classification
-
S.C. Zhang KNN-CF approach: incorporating certainty factor to kNN classification IEEE Intelligent Informatics Bulletin 11 1 2010 25 34
-
(2010)
IEEE Intelligent Informatics Bulletin
, vol.11
, Issue.1
, pp. 25-34
-
-
Zhang, S.C.1
-
50
-
-
78951483757
-
Missing Data Imputation by Utilizing Information within Incomplete Instances
-
S.C. Zhang, Z. Jin, and X.F. Zhu Missing Data Imputation by Utilizing Information within Incomplete Instances Journal of Systems & Software 84 2011 452 459
-
(2011)
Journal of Systems & Software
, vol.84
, pp. 452-459
-
-
Zhang, S.C.1
Jin, Z.2
Zhu, X.F.3
-
52
-
-
30344485118
-
"Missing is useful": Missing values in cost-sensitive decision trees
-
DOI 10.1109/TKDE.2005.188
-
S.C. Zhang, Z.X. Qin, C.X. Ling, and S.L. Sheng Missing is useful: missing values in cost-sensitive decision trees IEEE Transactions on Knowledge and Data Engineering 17 12 2005 1689 1693 (Pubitemid 43060418)
-
(2005)
IEEE Transactions on Knowledge and Data Engineering
, vol.17
, Issue.12
, pp. 1689-1693
-
-
Zhang, S.1
Qin, Z.2
Ling, C.X.3
Sheng, S.4
|