-
1
-
-
21844444960
-
Online Choice of Active Learning Algorithms
-
Baram, Y., El-Yaniv, R., and Luz, K. 2004. Online Choice of Active Learning Algorithms. Journal of Machine Learning Research, 5:255-291.
-
(2004)
Journal of Machine Learning Research
, vol.5
, pp. 255-291
-
-
Baram, Y.1
El-Yaniv, R.2
Luz, K.3
-
3
-
-
36849031382
-
-
Cestnik, B. 1990. Estimating probabilities: A crucial task in machine learning. In Proceedings of the 9th European Conference on Artificial Intelligence, 147-149, Sweden.
-
Cestnik, B. 1990. Estimating probabilities: A crucial task in machine learning. In Proceedings of the 9th European Conference on Artificial Intelligence, 147-149, Sweden.
-
-
-
-
4
-
-
19544370525
-
-
Chai, X., Deng, L., Yang, Q., and Ling,C.X., 2004. Test-Cost Sensitive Naïve Bayesian Classification. In Proceedings of the Fourth IEEE International Conference on Data Mining. UK: IEEE Computer Society Press.
-
Chai, X., Deng, L., Yang, Q., and Ling,C.X., 2004. Test-Cost Sensitive Naïve Bayesian Classification. In Proceedings of the Fourth IEEE International Conference on Data Mining. UK: IEEE Computer Society Press.
-
-
-
-
5
-
-
36849034028
-
-
Domingos, P. 1999. MetaCost: A General Method for Making Classifiers Cost-Sensitive. In Proceedings of the Fifth International Conference on Knowledge Discovery and Data Mining, 155-164. San Diego, CA: ACM Press.
-
Domingos, P. 1999. MetaCost: A General Method for Making Classifiers Cost-Sensitive. In Proceedings of the Fifth International Conference on Knowledge Discovery and Data Mining, 155-164. San Diego, CA: ACM Press.
-
-
-
-
6
-
-
84867577175
-
-
Elkan, C. 2001. The Foundations of Cost-Sensitive Learning. In Proceedings of the Seventeenth International Joint Conference of Artificial Intelligence, 973-978. Seattle, Washington: Morgan Kaufmann.
-
Elkan, C. 2001. The Foundations of Cost-Sensitive Learning. In Proceedings of the Seventeenth International Joint Conference of Artificial Intelligence, 973-978. Seattle, Washington: Morgan Kaufmann.
-
-
-
-
7
-
-
36849040106
-
-
Fayyad, U.M., and Irani, K.B. 1993. Multi-interval discretization of continuous-valued attributes for classification learning. In Proceedings of the 13th International Joint Conference on Artificial Intelligence, 1022-1027. France: Morgan Kaufmann.
-
Fayyad, U.M., and Irani, K.B. 1993. Multi-interval discretization of continuous-valued attributes for classification learning. In Proceedings of the 13th International Joint Conference on Artificial Intelligence, 1022-1027. France: Morgan Kaufmann.
-
-
-
-
9
-
-
33646406808
-
-
Kapoor, A., and Greiner, R. 2005. Learning and Classifying under Hard Budgets. In Proceedings of the 16th European Conference on Machine Learning (Porto, Portugal), Springer, 170-181.
-
Kapoor, A., and Greiner, R. 2005. Learning and Classifying under Hard Budgets. In Proceedings of the 16th European Conference on Machine Learning (Porto, Portugal), Springer, 170-181.
-
-
-
-
10
-
-
36849073266
-
-
Lizotte, D., Madani, O., and Greiner R. 2003. Budgeted Learning of Naive-Bayes Classifiers. In Proceeding of the Conference on Uncertainty in Artificial Intelligence, Acapulco, Mexico, August 2003.
-
Lizotte, D., Madani, O., and Greiner R. 2003. Budgeted Learning of Naive-Bayes Classifiers. In Proceeding of the Conference on Uncertainty in Artificial Intelligence, Acapulco, Mexico, August 2003.
-
-
-
-
11
-
-
14344258878
-
-
Ling, C.X., Yang, Q., Wang, J., and Zhang, S. 2004. Decision Trees with Minimal Costs. In Proceedings of the Twenty-First International Conference on Machine Learning. Banff, Alberta. Morgan Kaufmann.
-
Ling, C.X., Yang, Q., Wang, J., and Zhang, S. 2004. Decision Trees with Minimal Costs. In Proceedings of the Twenty-First International Conference on Machine Learning. Banff, Alberta. Morgan Kaufmann.
-
-
-
-
12
-
-
84880757496
-
-
Margineantu, D.D. 2005. Active Cost-Sensitive Learning. In Proceedings of the Nineteenth International Joint Conference on Artificial Intelligence. Edinburgh, Scotland.
-
Margineantu, D.D. 2005. Active Cost-Sensitive Learning. In Proceedings of the Nineteenth International Joint Conference on Artificial Intelligence. Edinburgh, Scotland.
-
-
-
-
13
-
-
19544373606
-
-
Melville, P., Saar-Tsechansky, M., Provost, F., and Mooney, RJ. 2004. Active Feature Acquisition for Classifier Induction. In Proceedings of the Fourth International Conference on Data Mining. Brighton, UK.
-
Melville, P., Saar-Tsechansky, M., Provost, F., and Mooney, RJ. 2004. Active Feature Acquisition for Classifier Induction. In Proceedings of the Fourth International Conference on Data Mining. Brighton, UK.
-
-
-
-
14
-
-
77953549591
-
Economical Active Feature-value Acquisition through Expected Utility Estimation
-
Melville, P., Saar-Tsechansky, M., Provost, F., and Mooney, R.J. 2005. Economical Active Feature-value Acquisition through Expected Utility Estimation. UBDM Workshop, KDD 2005.
-
(2005)
UBDM Workshop, KDD 2005
-
-
Melville, P.1
Saar-Tsechansky, M.2
Provost, F.3
Mooney, R.J.4
-
16
-
-
36849044769
-
-
Roy, N., and McCallum, A. 2001. Toward optimal active learning through sampling estimation of error reduction. In Proceedings of the 18th International Conference on Machine Learning, 441-448.
-
Roy, N., and McCallum, A. 2001. Toward optimal active learning through sampling estimation of error reduction. In Proceedings of the 18th International Conference on Machine Learning, 441-448.
-
-
-
-
17
-
-
1242285091
-
Active sampling for class probability estimation and ranking
-
Saar-Tsechansky, M. and Provost, F. 2004. Active sampling for class probability estimation and ranking. Machine Learning, 54(2): 153-178.
-
(2004)
Machine Learning
, vol.54
, Issue.2
, pp. 153-178
-
-
Saar-Tsechansky, M.1
Provost, F.2
-
18
-
-
36849055633
-
-
Ting, K.M. 1998. Inducing Cost-Sensitive Trees via Instance Weighting. In Proceedings of the Second European Symposium on Principles of Data Mining and Knowledge Discovery, 23-26. Springer-Verlag.
-
Ting, K.M. 1998. Inducing Cost-Sensitive Trees via Instance Weighting. In Proceedings of the Second European Symposium on Principles of Data Mining and Knowledge Discovery, 23-26. Springer-Verlag.
-
-
-
-
19
-
-
0042868698
-
Support vector machine active learning with applications to text classification
-
Tong, S., and Koller, D. 2001. Support vector machine active learning with applications to text classification. Journal of Machine Learning Research, 2:45-66.
-
(2001)
Journal of Machine Learning Research
, vol.2
, pp. 45-66
-
-
Tong, S.1
Koller, D.2
-
20
-
-
36849088661
-
-
Turney, P.D. 2000. Types of cost in inductive concept learning. In Proceedings of the Workshop on Cost-Sensitive Learning at the Seventeenth International Conference on Machine Learning, Stanford University, California.
-
Turney, P.D. 2000. Types of cost in inductive concept learning. In Proceedings of the Workshop on Cost-Sensitive Learning at the Seventeenth International Conference on Machine Learning, Stanford University, California.
-
-
-
-
21
-
-
0000865580
-
Cost-Sensitive Classification: Empirical Evaluation of a Hybrid Genetic Decision Tree Induction Algorithm
-
Turney, P.D. 1995. Cost-Sensitive Classification: Empirical Evaluation of a Hybrid Genetic Decision Tree Induction Algorithm. Journal of Artificial Intelligence Research 2:369-409.
-
(1995)
Journal of Artificial Intelligence Research
, vol.2
, pp. 369-409
-
-
Turney, P.D.1
-
22
-
-
36849041656
-
-
Zhang, T., and Oles, F. 2000. A probability analysis on the value of unlabeled data for classification problems. In the International Joint Conference on Machine Learning, 1191-1198.
-
Zhang, T., and Oles, F. 2000. A probability analysis on the value of unlabeled data for classification problems. In the International Joint Conference on Machine Learning, 1191-1198.
-
-
-
-
23
-
-
28244453154
-
Cost-constrained Data Acquisition for Intelligent Data Preparation
-
November
-
Zhu, X. and Wu, X. 2005. Cost-constrained Data Acquisition for Intelligent Data Preparation. IEEE Transactions on Knowledge and Data Engineering, Vol. 17, No. 11. November.
-
(2005)
IEEE Transactions on Knowledge and Data Engineering
, vol.17
, Issue.11
-
-
Zhu, X.1
Wu, X.2
-
24
-
-
36849028195
-
-
Zubek, V.B. and Dietterich, T. 2002. Pruning improves heuristic search for cost-sensitive learning. In Proceedings of the Nineteenth International Conference of Machine Learning, 27-35, Sydney, Australia: Morgan Kaufmann.
-
Zubek, V.B. and Dietterich, T. 2002. Pruning improves heuristic search for cost-sensitive learning. In Proceedings of the Nineteenth International Conference of Machine Learning, 27-35, Sydney, Australia: Morgan Kaufmann.
-
-
-
|