-
2
-
-
44649092329
-
-
Chawla, N, Japkowicz, N, Kolcz, A, eds
-
Chawla, N., Japkowicz, N., Kolcz, A. (eds.): Learning from Imbalanced Data Sets/ICML (2003)
-
(2003)
Learning from Imbalanced Data Sets/ICML
-
-
-
3
-
-
44649150801
-
Special Issue on Class Imbalances
-
Chawla, N, Japkowicz, N, Kolcz, A, eds
-
Chawla, N., Japkowicz, N., Kolcz, A. (eds.): Special Issue on Class Imbalances. SIGKDD Explorations, vol. 6 (2004)
-
(2004)
SIGKDD Explorations
, vol.6
-
-
-
5
-
-
44649131637
-
-
Japkowicz, N.: The class imbalance problem: Significance and strategies. In: IC-AI, pp. 111-117 (2000)
-
Japkowicz, N.: The class imbalance problem: Significance and strategies. In: IC-AI, pp. 111-117 (2000)
-
-
-
-
6
-
-
33845536164
-
The class imbalance problem: A systematic study
-
Japkowicz, N., Stephen, S.: The class imbalance problem: A systematic study. Intelligent Data Analysis 6(5), 429-450 (2002)
-
(2002)
Intelligent Data Analysis
, vol.6
, Issue.5
, pp. 429-450
-
-
Japkowicz, N.1
Stephen, S.2
-
7
-
-
44649122417
-
Issues in mining imbalanced data sets - A review paper
-
Visa, S., Ralescu, A.: Issues in mining imbalanced data sets - A review paper. In: Midwest AICS Conf., pp. 67-73 (2005)
-
(2005)
Midwest AICS Conf
, pp. 67-73
-
-
Visa, S.1
Ralescu, A.2
-
8
-
-
44649160935
-
-
Weiss, G.M., Provost, F.: The effect of class distribution on classifier learning. TR ML-TR 43, Department of Computer Science, Rutgers University (2001)
-
Weiss, G.M., Provost, F.: The effect of class distribution on classifier learning. TR ML-TR 43, Department of Computer Science, Rutgers University (2001)
-
-
-
-
9
-
-
1442275185
-
Learning when training data are costly: The effect of class distribution on tree induction
-
Weiss, G.M., Provost, F.: Learning when training data are costly: The effect of class distribution on tree induction. J. of Art. Int. Research 19, 315-354 (2003)
-
(2003)
J. of Art. Int. Research
, vol.19
, pp. 315-354
-
-
Weiss, G.M.1
Provost, F.2
-
10
-
-
44649098574
-
-
Liu, A., Ghosh, J., Martin, C.: Generative oversampling for mining imbalanced datasets. In: DMIN, pp. 66-72 (2007)
-
Liu, A., Ghosh, J., Martin, C.: Generative oversampling for mining imbalanced datasets. In: DMIN, pp. 66-72 (2007)
-
-
-
-
11
-
-
0001972236
-
Addressing the curse of imbalanced data sets: One-sided sampling
-
Kubat, M., Matwin, S.: Addressing the curse of imbalanced data sets: One-sided sampling. In: ICML, pp. 179-186 (1997)
-
(1997)
ICML
, pp. 179-186
-
-
Kubat, M.1
Matwin, S.2
-
12
-
-
44649188834
-
-
Quinlan, J.R.: C4.5: Programs for Machine Learning. Morgan Kaufmann, San Francisco (1993)
-
Quinlan, J.R.: C4.5: Programs for Machine Learning. Morgan Kaufmann, San Francisco (1993)
-
-
-
-
16
-
-
44649096618
-
-
Weiss, G.M., McCarthy, K., Zabar, B.: Cost-sensitive learning vs. sampling: Which is best for handling unbalanced classes with unequal error costs? In: DMIN, pp. 35-41 (2007)
-
Weiss, G.M., McCarthy, K., Zabar, B.: Cost-sensitive learning vs. sampling: Which is best for handling unbalanced classes with unequal error costs? In: DMIN, pp. 35-41 (2007)
-
-
-
-
17
-
-
14344258878
-
-
Ling, C.X., Yang, Q., Wang, J., Zhang, S.: Decision trees with minimal costs. In: ICML (2004)
-
Ling, C.X., Yang, Q., Wang, J., Zhang, S.: Decision trees with minimal costs. In: ICML (2004)
-
-
-
-
18
-
-
37249037628
-
Cost-sensitive decision trees with pre-pruning
-
Kobti, Z, Wu, D, eds, Canadian AI 2007, Springer, Heidelberg
-
Du, J., Cai, Z., Ling, C.X.: Cost-sensitive decision trees with pre-pruning. In: Kobti, Z., Wu, D. (eds.) Canadian AI 2007. LNCS (LNAI), vol. 4509, pp. 171-179. Springer, Heidelberg (2007)
-
(2007)
LNCS (LNAI
, vol.4509
, pp. 171-179
-
-
Du, J.1
Cai, Z.2
Ling, C.X.3
-
19
-
-
44649156646
-
-
Chawla, N.: C4.5 and imbalanced datasets: Investigating the effect of sampling method, probalistic estimate, and decision tree structure. In: Learning from Imbalanced Data Sets/ICML (2003)
-
Chawla, N.: C4.5 and imbalanced datasets: Investigating the effect of sampling method, probalistic estimate, and decision tree structure. In: Learning from Imbalanced Data Sets/ICML (2003)
-
-
-
-
20
-
-
84856043672
-
A mathematical theory of communication
-
Shannon, C.E.: A mathematical theory of communication. Bell System Technological Journal (27), 379-423, 623-656 (1948)
-
(1948)
Bell System Technological Journal
, vol.379-423
, pp. 623-656
-
-
Shannon, C.E.1
-
21
-
-
44649152003
-
-
Wehenkel, L.: On uncertainty measures used for decision tree induction. In: IPMU, pp. 413-418 (1996)
-
Wehenkel, L.: On uncertainty measures used for decision tree induction. In: IPMU, pp. 413-418 (1996)
-
-
-
-
22
-
-
0031312210
-
Split selection methods for classification trees
-
Loh, W.Y., Shih, Y.S.: Split selection methods for classification trees. Statistica Sinica 7, 815-840 (1997)
-
(1997)
Statistica Sinica
, vol.7
, pp. 815-840
-
-
Loh, W.Y.1
Shih, Y.S.2
-
23
-
-
33744584654
-
Induction of decision trees
-
Quinlan, J.R.: Induction of decision trees. Machine Learning 1(1), 81-106 (1986)
-
(1986)
Machine Learning
, vol.1
, Issue.1
, pp. 81-106
-
-
Quinlan, J.R.1
-
24
-
-
85055761396
-
On the estimation of relationships involving qualitative variables
-
Theil, H.: On the estimation of relationships involving qualitative variables. American Journal of Sociology (76), 103-154 (1970)
-
(1970)
American Journal of Sociology
, vol.76
, pp. 103-154
-
-
Theil, H.1
-
26
-
-
44649176684
-
-
Lallich, S., Vaillant, B., Lenca, P.: Parametrised measures for the evaluation of association rule interestingness. In: ASMDA, pp. 220-229 (2005)
-
Lallich, S., Vaillant, B., Lenca, P.: Parametrised measures for the evaluation of association rule interestingness. In: ASMDA, pp. 220-229 (2005)
-
-
-
-
27
-
-
44649097247
-
A probabilistic framework towards the parameterization of association rule interestingness measures
-
Lallich, S., Vaillant, B., Lenca, P.: A probabilistic framework towards the parameterization of association rule interestingness measures. Methodology and Computing in Applied Probability 9, 447-463 (2007)
-
(2007)
Methodology and Computing in Applied Probability
, vol.9
, pp. 447-463
-
-
Lallich, S.1
Vaillant, B.2
Lenca, P.3
-
29
-
-
44649186556
-
-
Lallich, S., Vaillant, B., Lenca, P.: Construction d'une entropie décentrée pour l'apprentissage supervisé. In: QDC/EGC 2007, pp. 45-54 (2007)
-
Lallich, S., Vaillant, B., Lenca, P.: Construction d'une entropie décentrée pour l'apprentissage supervisé. In: QDC/EGC 2007, pp. 45-54 (2007)
-
-
-
-
30
-
-
44649085299
-
-
Lallich, S., Lenca, P., Vaillant, B.: Construction of an off-centered entropy for supervised learning. In: ASMDA, p. 8 (2007)
-
Lallich, S., Lenca, P., Vaillant, B.: Construction of an off-centered entropy for supervised learning. In: ASMDA, p. 8 (2007)
-
-
-
-
31
-
-
34248978779
-
Measures of association for cross classifications, i
-
Goodman, L.A., Kruskal, W.H.: Measures of association for cross classifications, i. JASA 1(49), 732-764 (1954)
-
(1954)
JASA
, vol.1
, Issue.49
, pp. 732-764
-
-
Goodman, L.A.1
Kruskal, W.H.2
-
32
-
-
44649182439
-
-
Lallich, S.: Mesure et validation en extraction des connaissances à partir des données. In: Habilitation à Diriger des Recherches, Université Lyon 2, France (2002) 33. Zighed, D.A., Marcellin, S., Ritschard, G.: Mesure d'entropie asymétrique et consistante. In: EGC, pp. 81-86 (2007)
-
Lallich, S.: Mesure et validation en extraction des connaissances à partir des données. In: Habilitation à Diriger des Recherches, Université Lyon 2, France (2002) 33. Zighed, D.A., Marcellin, S., Ritschard, G.: Mesure d'entropie asymétrique et consistante. In: EGC, pp. 81-86 (2007)
-
-
-
-
33
-
-
44649187595
-
-
Marcellin, S., Zighed, D.A., Ritschard, G.: An asymmetric entropy measure for decision trees. In: IPMU, pp. 1292-1299 (2006)
-
Marcellin, S., Zighed, D.A., Ritschard, G.: An asymmetric entropy measure for decision trees. In: IPMU, pp. 1292-1299 (2006)
-
-
-
-
35
-
-
0003612091
-
-
Michie, D, Spiegelhalter, D.J, Taylor, C.C, eds, Ellis Horwood
-
Michie, D., Spiegelhalter, D.J., Taylor, C.C. (eds.): Machine Learning, Neural and Statistical Classification. Ellis Horwood (1994)
-
(1994)
Machine Learning, Neural and Statistical Classification
-
-
-
36
-
-
8444234846
-
Kent ridge bio-medical data set repository
-
Technical report
-
Jinyan, L., Huiqing, L.: Kent ridge bio-medical data set repository. Technical report (2002)
-
(2002)
-
-
Jinyan, L.1
Huiqing, L.2
-
37
-
-
0003802343
-
-
Wadsworth International
-
Breiman, L., Friedman, J.H., Olshen, R.A., Stone, C.J.: Classification and Regression Trees. Wadsworth International (1984)
-
(1984)
Classification and Regression Trees
-
-
Breiman, L.1
Friedman, J.H.2
Olshen, R.A.3
Stone, C.J.4
|