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127
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MSS
2003
IEEE
104views Hardware» more  MSS 2003»
15 years 9 months ago
Using Multiple Predictors to Improve the Accuracy of File Access Predictions
Existing file access predictors keep track of previous file access patterns and rely on a single heuristic to predict which of the previous successors to the file being currently ...
Gary A. S. Whittle, Jehan-François Pâ...
BMCBI
2005
121views more  BMCBI 2005»
15 years 3 months ago
Evaluation of gene importance in microarray data based upon probability of selection
Background: Microarray devices permit a genome-scale evaluation of gene function. This technology has catalyzed biomedical research and development in recent years. As many import...
Li M. Fu, Casey S. Fu-Liu
ICDM
2006
IEEE
129views Data Mining» more  ICDM 2006»
15 years 10 months ago
Getting the Most Out of Ensemble Selection
We investigate four previously unexplored aspects of ensemble selection, a procedure for building ensembles of classifiers. First we test whether adjusting model predictions to p...
Rich Caruana, Art Munson, Alexandru Niculescu-Mizi...
123
Voted
ICPR
2008
IEEE
16 years 5 months ago
Efficient user preference predictions using collaborative filtering
Two major challenges in collaborative filtering are the efficiency of the algorithms and the quality of the recommendations. A variety of machine learning methods have been applie...
C. Lee Giles, Yang Song
169
Voted
IJCNN
2008
IEEE
15 years 10 months ago
Long-term prediction of time series using NNE-based projection and OP-ELM
Abstract— This paper proposes a combination of methodologies based on a recent development –called Extreme Learning Machine (ELM)– decreasing drastically the training time of...
Antti Sorjamaa, Yoan Miche, Robert Weiss, Amaury L...