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» Generality Is Predictive of Prediction Accuracy
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ML
2000
ACM
185views Machine Learning» more  ML 2000»
13 years 8 months ago
A Comparison of Prediction Accuracy, Complexity, and Training Time of Thirty-Three Old and New Classification Algorithms
Twenty-two decision tree, nine statistical, and two neural network algorithms are compared on thirty-two datasets in terms of classification accuracy, training time, and (in the ca...
Tjen-Sien Lim, Wei-Yin Loh, Yu-Shan Shih
BIOINFORMATICS
2000
119views more  BIOINFORMATICS 2000»
13 years 8 months ago
Assessing the accuracy of prediction algorithms for classification: an overview
Pierre Baldi, Søren Brunak, Yves Chauvin, C...
ML
2000
ACM
13 years 8 months ago
Randomizing Outputs to Increase Prediction Accuracy
Bagging and boosting reduce error by changing both the inputs and outputs to form perturbed training sets, grow predictors on these perturbed training sets and combine them. A que...
Leo Breiman