Predictive Modeling of Drug Sensitivity
暫譯: 藥物敏感性預測模型
Ranadip Pal
- 出版商: Academic Press
- 出版日期: 2016-11-17
- 售價: $4,100
- 貴賓價: 9.5 折 $3,895
- 語言: 英文
- 頁數: 354
- 裝訂: Paperback
- ISBN: 0128052740
- ISBN-13: 9780128052747
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相關分類:
Machine Learning
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商品描述
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
商品描述(中文翻譯)
《藥物敏感性預測模型》概述了個人化醫療中的藥物敏感性建模,包括數據特徵、建模技術、應用及研究挑戰。書中涵蓋了用於藥物敏感性建模的主要數學技術,並包括必要的生物學知識,以指導使用者在不同的生物學情境中應用數學工具。
本書是計算機科學家、工程師、計算生物學家和數學家理想的參考資料,適合希望理解和應用多種藥物敏感性建模方法的讀者。讀者將學習到廣泛的數學和計算技術,這些技術應用於藥物敏感性建模、生物學概念以及對藥物敏感性建模至關重要的測量技術,如何在不同約束下設計藥物組合,以及藥物敏感性預測方法的應用。
- 將數學和計算方法應用於生物學問題
- 涵蓋藥物敏感性建模的各個方面,從初始數據生成到最終實驗驗證
- 包含基於最新研究結果的藥物敏感性建模最新成果
- 提供現有數據和軟體資源的信息,以應用可用的數學和計算工具