TY - BOOK AU - Moses,Alan TI - Statistical modeling and machine learning for molecular biology SN - 9781482258592 U1 - 572.8 MOS PY - 2017/// CY - Boca Raton PB - CRC Press, Taylor & Francis Group KW - Molecular biology KW - Statistical methods KW - Data processing KW - machine learning KW - Statistical modeling N1 - "A Chapman & Hall book." N2 - Across statistical modeling and machine learning on a shoestring -- Statistical modeling -- Multiple testing -- Parameter estimation and multivariate statistics -- Distance-based clustering -- Mixture models and hidden variables for clustering and beyond -- Univariate regression -- Multiple regression -- Regularization in multiple regression and beyond -- Linear classification -- Nonlinear classification -- Evaluating classifiers ER -