TY - BOOK AU - Malley,James D. AU - Malley,Karen G. AU - Pajevic,Sinisa TI - Statistical learning for biomedical data T2 - Practical guides to biostatistics and epidemiology SN - 9780521875806 (hbk.) U1 - 614.285 PY - 2011/// CY - Cambridge PB - Cambridge University Press KW - Medical statistics KW - Biometry KW - Data Interpretation, Statistical KW - Models, Statistical N2 - This book is for anyone who has biomedical data and needs to identify variables that predict an outcome, for two-group outcomes such as tumor/not-tumor, survival/death, or response from treatment. Statistical learning machines are ideally suited to these types of prediction problems, especially if the variables being studied may not meet the assumptions of traditional techniques. Learning machines come from the world of probability and computer science but are not yet widely used in biomedical research ER -