Documents A Fully Distributed Framework for Cost-sensitive Data Mining Wei Fan, Haixun Wang, and Philip S. Yu....

Slide 1A Fully Distributed Framework for Cost-sensitive Data Mining Wei Fan, Haixun Wang, and Philip S. Yu IBM T.J.Watson, Hawthorne, New York Salvatore J. Stolfo Columbia…

Documents A Framework for Scalable Cost- sensitive Learning Based on Combining Probabilities and Benefits Wei....

Slide 1A Framework for Scalable Cost- sensitive Learning Based on Combining Probabilities and Benefits Wei Fan, Haixun Wang, and Philip S. Yu IBM T.J.Watson Salvatore J.…

Documents Pruning and Dynamic Scheduling of Cost-sensitive Ensembles Wei Fan, Haixun Wang, and Philip S. Yu...

Slide 1Pruning and Dynamic Scheduling of Cost-sensitive Ensembles Wei Fan, Haixun Wang, and Philip S. Yu IBM T.J.Watson, Hawthorne, New York Fang Chu UCLA, Los Angeles, CA…

Documents On the Optimality of Probability Estimation by Random Decision Trees Wei Fan IBM T.J.Watson.

Slide 1On the Optimality of Probability Estimation by Random Decision Trees Wei Fan IBM T.J.Watson Slide 2 Some important facts about inductive learning Given a set of labeled…