Computational Intelligence and Pattern Analysis in Biology Informatics (Hardcover)
暫譯: 生物資訊學中的計算智慧與模式分析 (精裝版)
Ujjwal Maulik, Sanghamitra Bandyopadhyay, Jason T. Wang
- 出版商: Wiley
- 出版日期: 2010-11-30
- 定價: $3,998
- 售價: 9.5 折 $3,798
- 語言: 英文
- 頁數: 372
- 裝訂: Hardcover
- ISBN: 047058159X
- ISBN-13: 9780470581599
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商品描述
This book synthesizes current research in the integration of computational intelligence and pattern analysis techniques, either individually or in a hybridized manner. The purpose is to analyze biological data and enable extraction of more meaningful information and insight from it. Biological data for analysis include sequence data, secondary and tertiary structure data, and microarray data. These data types are complex and advanced methods are required, including the use of domain-specific knowledge for reducing search space, dealing with uncertainty, partial truth and imprecision, efficient linear and/or sub-linear scalability, incremental approaches to knowledge discovery, and increased level and intelligence of interactivity with human experts and decision makers
- Chapters authored by leading researchers in CI in biology informatics.
- Covers highly relevant topics: rational drug design; analysis of microRNAs and their involvement in human diseases.
- Supplementary material included: program code and relevant data sets correspond to chapters.
商品描述(中文翻譯)
在生物資訊學中,這本獨特的書籍是一個無價的工具,提供了理論和實驗結果,並描述了計算智慧和模式分析的基本原則,同時加深讀者對這些原則如何有效分析生物數據的理解。
本書綜合了計算智慧和模式分析技術的當前研究,無論是單獨使用還是以混合方式使用。其目的是分析生物數據,並從中提取更有意義的信息和見解。用於分析的生物數據包括序列數據、二級和三級結構數據以及微陣列數據。這些數據類型複雜,需要先進的方法,包括使用特定領域的知識來減少搜索空間、處理不確定性、部分真實性和不精確性、有效的線性和/或子線性可擴展性、增量式的知識發現方法,以及與人類專家和決策者之間的互動水平和智慧的提高。
- 章節由生物資訊學中計算智慧的領先研究者撰寫。
- 涵蓋高度相關的主題:理性藥物設計;微小RNA的分析及其在人體疾病中的作用。
- 附加材料包括:與章節相對應的程式碼和相關數據集。