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Effective Estimation of Posterior Probabilities: - Explaining the Accuracy of Randomized Decision Tree Approaches Wei Fan Ed Greengrass Joe McCloskey Philip.
215 views
A 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.
213 views
A 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.
215 views
Pruning 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.
217 views
Systematic Data Selection to Mine Concept Drifting Data Streams Wei Fan IBM T.J.Watson.
214 views
On the Optimality of Probability Estimation by Random Decision Trees Wei Fan IBM T.J.Watson.
214 views
Is Random Model Better? - On its accuracy and efficiency - Wei Fan IBM T.J.Watson Joint work with Haixun Wang, Philip S. Yu, and Sheng Ma.
217 views
From W1-S16. Node failure The probability that at least one node failing is: f= 1 – (1-p) n When n =1; then f =p Suppose p=0.0001 but n=10000, then: f.
215 views
Classification.. continued. Prediction and Classification Last week we discussed the classification problem.. – Used the Naïve Bayes Method Today..we.
222 views
Statistical Classification Rong Jin. Classification Problems X Input Y Output ? Given input X={x 1, x 2, …, x m } Predict the class label y Y Y = {-1,1},
234 views
Cross Validation Framework to Choose Amongst Models and Datasets for Transfer Learning Erheng Zhong ¶, Wei Fan ‡, Qiang Yang ¶, Olivier Verscheure ‡, Jiangtao.
216 views
131 Feed-Forward Artificial Neural Networks MEDINFO 2004, T02: Machine Learning Methods for Decision Support and Discovery Constantin F. Aliferis & Ioannis.
213 views
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