Predictive modeling of drug sensitivity

Ranadip Pal, Texas Tech University, Lubbock, TX, United Sates.
Bok · Engelsk · 2017

Utgitt	Academic Press
Omfang	xii, 342 sider : illustrasjoner
Opplysninger	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.
Emner	Drugs - Side effects - Statistical methods. Drug Resistance : (DNLM)D004351 Drug-Related Side Effects and Adverse Reactions : (DNLM)D064420 Pharmacology - statistics & numerical data : (DNLM)D010600Q000706
Dewey	615.7/042
ISBN	0-12-805274-0