PDC-SGB: Prediction of effective drug combinations using a stochastic gradient boosting algorithm

Gene set enrichment analysis: A knowledge-based approach for interpreting genome-wide expression profiles

Aravind Subramanian, Pablo Tamayo, Vamsi K. Mootha et al. · Proceedings of the National Academy of Sciences · 2005 · 54.5K citations · Full text

Genetics, Genomics, Gene Recognition +23

Feature selection based on mutual information criteria of max-dependency, max-relevance, and min-redundancy

Fuhui Long, Chen Ding · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2005 · 10.2K citations

Engineering, Machine Learning, Mutual Information Criteria +21

Building Predictive Models in <i>R</i> Using the <b>caret</b> Package

Max Kühn · Journal of Statistical Software · 2008 · 8.7K citations · Full text

Stochastic gradient boosting

Jerome H. Friedman · Computational Statistics & Data Analysis · 2002 · 6.9K citations

Engineering, Machine Learning, Data Science +9

DrugBank 4.0: shedding new light on drug metabolism

Vivian Law, Craig Knox, Yannick Djoumbou-Feunang et al. · Nucleic Acids Research · 2013 · 2K citations · Full text