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Predictive modeling of drug sensitivity /

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Bibliographic Details
Main Author: Pal, Ranadip, 1980- (Author)
Corporate Author: ProQuest (Firm)
Format: eBook
Language:English
Published: Amsterdam : Elsevier/Academic Press, 2017.
Subjects:
Drugs > Side effects > Statistical methods.
Drugs > Mathematical models.
Pharmacology > Mathematical models.
Drug resistance.
Neoplasms > drug therapy.
Antineoplastic Agents > pharmacokinetics.
Treatment Outcome.
Patient-Specific Modeling.
Ebooks.
Electronic books.
Online Access:Connect to the full text of this electronic book
Table of Contents:
  • Introduction
  • Data characterization
  • Feature selection and extraction from heterogeneous genomic characterizations
  • Validation methodologies
  • Tumor growth models
  • Overview of predictive modeling based on genomic characterizations
  • Predictive modeling based on random forests
  • Predictive modeling based on multivariate random forests
  • Predictive modeling based on functional and genomic characterizations
  • Inference of dynamic biological networks based on perturbation data
  • Combination therapeutics
  • Online resources
  • Challenges.