Learning and making decisions when costs and probabilities are both unknown
Proceedings of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining
An Instance-Weighting Method to Induce Cost-Sensitive Trees
IEEE Transactions on Knowledge and Data Engineering
Class Probability Estimation and Cost-Sensitive Classification Decisions
ECML '02 Proceedings of the 13th European Conference on Machine Learning
A Study on the Effect of Class Distribution Using Cost-Sensitive Learning
DS '02 Proceedings of the 5th International Conference on Discovery Science
An Evolutionary Algorithm for Cost-Sensitive Decision Rule Learning
EMCL '01 Proceedings of the 12th European Conference on Machine Learning
Tree Induction for Probability-Based Ranking
Machine Learning
Tree induction vs. logistic regression: a learning-curve analysis
The Journal of Machine Learning Research
Is random model better? On its accuracy and efficiency
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
An iterative method for multi-class cost-sensitive learning
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
Shape-Based Recognition of Wiry Objects
IEEE Transactions on Pattern Analysis and Machine Intelligence
Training Cost-Sensitive Neural Networks with Methods Addressing the Class Imbalance Problem
IEEE Transactions on Knowledge and Data Engineering
Learning through Changes: An Empirical Study of Dynamic Behaviors of Probability Estimation Trees
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
A co-evolving decision tree classification method
Expert Systems with Applications: An International Journal
Cost-sensitive boosting for classification of imbalanced data
Pattern Recognition
Comparison of classification accuracy using Cohen's Weighted Kappa
Expert Systems with Applications: An International Journal
Cost-sensitive learning with conditional Markov networks
Data Mining and Knowledge Discovery
Evolutionary Induction of Decision Trees for Misclassification Cost Minimization
ICANNGA '07 Proceedings of the 8th international conference on Adaptive and Natural Computing Algorithms, Part I
Cost-Sensitive Decision Trees with Pre-pruning
CAI '07 Proceedings of the 20th conference of the Canadian Society for Computational Studies of Intelligence on Advances in Artificial Intelligence
Risk-Sensitive Learning via Minimization of Empirical Conditional Value-at-Risk
IEICE - Transactions on Information and Systems
A constraint-guided method with evolutionary algorithms for economic problems
Applied Soft Computing
On the optimality of probability estimation by random decision trees
AAAI'04 Proceedings of the 19th national conference on Artifical intelligence
Cost-sensitive learning based on Bregman divergences
Machine Learning
Learning when training data are costly: the effect of class distribution on tree induction
Journal of Artificial Intelligence Research
Integrating learning from examples into the search for diagnostic policies
Journal of Artificial Intelligence Research
Anytime induction of low-cost, low-error classifiers: a sampling-based approach
Journal of Artificial Intelligence Research
An empirical study of the noise impact on cost-sensitive learning
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
The foundations of cost-sensitive learning
IJCAI'01 Proceedings of the 17th international joint conference on Artificial intelligence - Volume 2
CSNL: A cost-sensitive non-linear decision tree algorithm
ACM Transactions on Knowledge Discovery from Data (TKDD)
Taking class importance into account
ICHIT'06 Proceedings of the 1st international conference on Advances in hybrid information technology
Journal of Systems and Software
Learning random forests for ranking
Frontiers of Computer Science in China
Maximal-margin approach for cost-sensitive learning based on scaled convex hull
ISNN'11 Proceedings of the 8th international conference on Advances in neural networks - Volume Part I
Dynamic classifier ensemble model for customer classification with imbalanced class distribution
Expert Systems with Applications: An International Journal
Evolutionary induction of cost-sensitive decision trees
ISMIS'06 Proceedings of the 16th international conference on Foundations of Intelligent Systems
Cost-Sensitive decision tree learning for forensic classification
ECML'06 Proceedings of the 17th European conference on Machine Learning
Cost-Sensitive learning of SVM for ranking
ECML'06 Proceedings of the 17th European conference on Machine Learning
Multiple costs based decision making with back-propagation neural networks
Decision Support Systems
Experimental evaluation of time-series decision tree
AM'03 Proceedings of the Second international conference on Active Mining
Parameter inference of cost-sensitive boosting algorithms
MLDM'05 Proceedings of the 4th international conference on Machine Learning and Data Mining in Pattern Recognition
Expert Systems with Applications: An International Journal
Decision tree classifiers sensitive to heterogeneous costs
Journal of Systems and Software
Cost-sensitive classification with inadequate labeled data
Information Systems
CSDTM a cost sensitive decision tree based method
ADVIS'06 Proceedings of the 4th international conference on Advances in Information Systems
Multi-objective optimization for incremental decision tree learning
DaWaK'12 Proceedings of the 14th international conference on Data Warehousing and Knowledge Discovery
A survey of cost-sensitive decision tree induction algorithms
ACM Computing Surveys (CSUR)
A cost-sensitive decision tree approach for fraud detection
Expert Systems with Applications: An International Journal
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