The stream algorithm: Computationally efficient ridge-regression via Bayesian model averaging, and applications to pharmacogenomic prediction of cancer cell line sensitivity

Mathematics

• Bayesian Model Averaging 89%
• Ridge Regression 70%
• Cancer 59%
• Efficient Algorithms 49%
• Regression Model 47%
• Prediction 46%
• Cell 42%
• Elastic Net 42%
• Line 38%
• Lasso 33%
• Computational Efficiency 31%
• Performance 25%
• Inversion 25%
• Parameter Optimization 19%
• Reparametrization 18%
• Panel Data 18%
• Computational Biology 18%
• Parameter Tuning 17%
• Learning Algorithm 17%
• Tuning 16%
• Cross-validation 16%
• Singular value decomposition 15%
• Diagonal matrix 15%
• Bayesian inference 15%
• Small Sample 13%
• Grid 11%
• Regression 11%
• Simulation Study 10%

Engineering & Materials Science

• Pharmacogenetics 100%
• Cells 56%
• Computational efficiency 37%
• Tuning 29%
• Singular value decomposition 19%
• Learning algorithms 15%
• Set theory 12%

Medicine & Life Sciences

• Pharmacogenetics 65%
• Efficiency 41%
• Cell Line 34%
• Datasets 30%
• Bayes Theorem 23%
• Neoplasms 18%
• Computational Biology 18%
• Learning 14%