Algorithmic and Artificial Intelligence Methods for Protein Bioinformatics (Hardcover)

Yi Pan, Jianxin Wang, Min Li

商品描述

An in-depth look at the latest research, methods, and applications in the field of protein bioinformatics

This book presents the latest developments in protein bioinformatics, introducing for the first time cutting-edge research results alongside novel algorithmic and AI methods for the analysis of protein data. In one complete, self-contained volume, Algorithmic and Artificial Intelligence Methods for Protein Bioinformatics addresses key challenges facing both computer scientists and biologists, arming readers with tools and techniques for analyzing and interpreting protein data and solving a variety of biological problems.

Featuring a collection of authoritative articles by leaders in the field, this work focuses on the analysis of protein sequences, structures, and interaction networks using both traditional algorithms and AI methods. It also examines, in great detail, data preparation, simulation, experiments, evaluation methods, and applications. Algorithmic and Artificial Intelligence Methods for Protein Bioinformatics:

  • Highlights protein analysis applications such as protein-related drug activity comparison
  • Incorporates salient case studies illustrating how to apply the methods outlined in the book
  • Tackles the complex relationship between proteins from a systems biology point of view
  • Relates the topic to other emerging technologies such as data mining and visualization
  • Includes many tables and illustrations demonstrating concepts and performance figures

Algorithmic and Artificial Intelligence Methods for Protein Bioinformatics is an essential reference for bioinformatics specialists in research and industry, and for anyone wishing to better understand the rich field of protein bioinformatics.

商品描述(中文翻譯)

這本書深入探討了蛋白質生物信息學領域的最新研究、方法和應用。首次引入了尖端研究成果以及用於蛋白質數據分析的新算法和人工智能方法。《算法和人工智能方法在蛋白質生物信息學中的應用》這本完整且自成一體的書籍,解決了計算機科學家和生物學家面臨的關鍵挑戰,為讀者提供了分析和解釋蛋白質數據以及解決各種生物問題的工具和技術。

這本書由該領域的領導者撰寫的一系列權威文章,重點介紹了使用傳統算法和人工智能方法分析蛋白質序列、結構和相互作用網絡。它還詳細探討了數據準備、模擬、實驗、評估方法和應用。《算法和人工智能方法在蛋白質生物信息學中的應用》:

- 突出了蛋白質分析應用,如蛋白質相關藥物活性比較
- 包含了實例研究,展示如何應用書中介紹的方法
- 從系統生物學的角度探討了蛋白質之間的複雜關係
- 將該主題與數據挖掘和可視化等新興技術相關聯
- 包含了許多表格和插圖,展示概念和性能數據

《算法和人工智能方法在蛋白質生物信息學中的應用》是生物信息學研究和工業界的專家以及任何希望更好地理解蛋白質生物信息學這一豐富領域的人的重要參考資料。