Predictive Modeling of Drug Sensitivity

Nonfiction, Computers, Application Software, Business Software, General Computing
Cover of the book Predictive Modeling of Drug Sensitivity by Ranadip Pal, Elsevier Science
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Author: Ranadip Pal ISBN: 9780128054314
Publisher: Elsevier Science Publication: November 15, 2016
Imprint: Academic Press Language: English
Author: Ranadip Pal
ISBN: 9780128054314
Publisher: Elsevier Science
Publication: November 15, 2016
Imprint: Academic Press
Language: English

Predictive Modeling of Drug Sensitivity gives an overview of drug sensitivity modeling for personalized medicine that includes data characterizations, modeling techniques, applications, and research challenges. It covers the major mathematical techniques used for modeling drug sensitivity, and includes the requisite biological knowledge to guide a user to apply the mathematical tools in different biological scenarios.

This book is an ideal reference for computer scientists, engineers, computational biologists, and mathematicians who want to understand and apply multiple approaches and methods to drug sensitivity modeling. The reader will learn a broad range of mathematical and computational techniques applied to the modeling of drug sensitivity, biological concepts, and measurement techniques crucial to drug sensitivity modeling, how to design a combination of drugs under different constraints, and the applications of drug sensitivity prediction methodologies.

  • Applies mathematical and computational approaches to biological problems
  • Covers all aspects of drug sensitivity modeling, starting from initial data generation to final experimental validation
  • Includes the latest results on drug sensitivity modeling that is based on updated research findings
  • Provides information on existing data and software resources for applying the mathematical and computational tools available
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Predictive Modeling of Drug Sensitivity gives an overview of drug sensitivity modeling for personalized medicine that includes data characterizations, modeling techniques, applications, and research challenges. It covers the major mathematical techniques used for modeling drug sensitivity, and includes the requisite biological knowledge to guide a user to apply the mathematical tools in different biological scenarios.

This book is an ideal reference for computer scientists, engineers, computational biologists, and mathematicians who want to understand and apply multiple approaches and methods to drug sensitivity modeling. The reader will learn a broad range of mathematical and computational techniques applied to the modeling of drug sensitivity, biological concepts, and measurement techniques crucial to drug sensitivity modeling, how to design a combination of drugs under different constraints, and the applications of drug sensitivity prediction methodologies.

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