00000nam a2200000 i 4500 UP-1686042739784881666 Buklod 20240423153038.0 a r |||| u| ta 240418s2017 xxk m b 001 0 eng d 9780128052747 (OCoLC)952982938 NLM DSCI rda eng RM 302.5 P35 2017 Pal, Ranadip author. Predictive modeling of drug sensitivity Ranadip Pal. London, UK Elsevier/AP [2017] xii, 342 pages illustrations. 24 cm text rdacontent unmediated rdamedia volume rdacarrier Includes bibliographical references and index. Chapter 1 Introduction -- Chapter 2 Data characterization -- Chapter 3 Feature selection and extraction from heterogeneous genomic characterizations -- Chapter 4 Validation methodologies -- Chapter 5 Tumor growth models -- Chapter 6 Overview of predictive modeling based on genomic characterizations -- Chapter 7 Predictive modeling based on random forests -- Chapter 8 Predictive modeling based on multivariate random forests -- Chapter 9 Predictive modeling based on functional and genomic characterizations -- Chapter 10 Inference of dynamic bological networks based on pertubation data -- Chapter 11 Combination therapeutics -- Chapter 12 Online resources -- Chapter 13 Challenges. Drug resistance. Outcome assessment (Medical care) Pharmacology Mathematical models. Drugs Side effects Statistical methods. FO UPD DSCI RM 302.5 P35 2017 Book