Evolutionary Computation in Bioinformatics (Hardcover)
暫譯: 生物資訊學中的進化計算 (精裝版)
Gary B. Fogel, David W. Corne
- 出版商: Morgan Kaufmann
- 出版日期: 2002-09-16
- 定價: $3,600
- 售價: 8.0 折 $2,880
- 語言: 英文
- 頁數: 393
- 裝訂: Hardcover
- ISBN: 1558607978
- ISBN-13: 9781558607972
-
相關分類:
生物資訊 Bioinformatics
立即出貨 (庫存=1)
買這商品的人也買了...
-
$580$458 -
$2,660$2,527 -
$149$118 -
$980$774 -
$168$133 -
$1,000$900 -
$880$695 -
$1,029Operating System Concepts, 6/e (Windows XP Update)
-
$450$351 -
$650$514 -
$1,930$1,834 -
$690$587 -
$620$527 -
$580$493 -
$590$466 -
$690$538 -
$780$616 -
$580$458 -
$750$638 -
$560$476 -
$2,390$2,271 -
$490$382 -
$420$328 -
$580$458 -
$420$332
商品描述
This book offers a definitive resource that bridges two communities. Gary Fogel and David Corne, well-known representatives of these fields, have written an introduction to biology and bioinformatics for computer scientists and an introduction to evolutionary computation for biologists and for computer scientists unfamiliar with these techniques. The remaining eighteen chapters, written by leading computer scientists and biologists examine successful applications of evolutionary computation in areas such as: DNA sequencing, protein folding, DNA annotation, gene and protein classification, drug targeting, drug design, data mining of biological databases, and biodata visualisation. The appendix provides a full listing of biological data resources.
PART I - Introduction to the Concepts of Bioinformatics and Evolutionary Computation
Chapter 1. An Introduction to Bioinformatics for Computer Scientists
Chapter 2. An Introduction to Evolutionary Computation for Biologists
PART II - Sequence and Structure Alignment
Chapter 3. Determining Genome Sequences from Experimental Data Using Evolutionary Computation
Chapter 4. Protein Structure Alignment Using Evolutionary Computation
Chapter 5. Using Genetic Algorithms for Pairwise and Multiple Sequence Alignments
PART III - Protein Folding
Chapter 6. On the Evolutionary Search for Solutions to the Protein Folding Problem
Chapter 7. Toward Effective Polypeptide Structure Prediction with Parallel Fast Messy Genetic Algorithms
Chapter 8. Application of Evolutionary Computation to Protein Folding with Specialized Operators
PART IV - Machine Learning and Inference
Chapter 9. Identification of Coding Regions in DNA Sequences Using Evolved Neural Networks
Chapter 10. Clustering Microarray Data with Evolutionary Algorithms
Chapter 11. Evolutionary Computation and Fractal Visualization of Sequence Data
Chapter 12. Identifying Metabolic Pathways and Gene Regulation Networks with Evolutionary Algorithms
Chapter 13. Evolutionary Computational Support for the Characterization of Biological SystemsPART V - Feature Selection
Chapter 14. Discovery of Genetic and Environmental Interactions in Disease Data Using Evolutionary Computation
Chapter 15. Feature Selection Methods Based on Genetic Algorithms for in Silico Drug Design
Chapter 16. Interpreting Analytical Spectra with Evolutionary Computation
Appendix: Internet Resources for Bioinformatics Data and Tools
商品描述(中文翻譯)
這本書提供了一個權威的資源,橋接了兩個社群。Gary Fogel 和 David Corne,這兩位領域的知名代表,為計算機科學家撰寫了一本生物學和生物資訊學的入門書籍,並為生物學家及不熟悉這些技術的計算機科學家撰寫了一本進化計算的入門書籍。其餘的十八章由領先的計算機科學家和生物學家撰寫,探討了進化計算在以下領域的成功應用:DNA 序列分析、蛋白質摺疊、DNA 標註、基因和蛋白質分類、藥物靶向、藥物設計、生物數據庫的數據挖掘,以及生物數據可視化。附錄提供了生物數據資源的完整列表。
目錄
第一部分 - 生物資訊學和進化計算概念介紹
第 1 章. 計算機科學家的生物資訊學入門
第 2 章. 生物學家的進化計算入門
第二部分 - 序列和結構比對
第 3 章. 使用進化計算從實驗數據中確定基因組序列
第 4 章. 使用進化計算的蛋白質結構比對
第 5 章. 使用遺傳算法進行成對和多重序列比對
第三部分 - 蛋白質摺疊
第 6 章. 對蛋白質摺疊問題的進化搜索解決方案
第 7 章. 透過平行快速雜亂遺傳算法進行有效的多肽結構預測
第 8 章. 專用運算子在蛋白質摺疊中的進化計算應用
第四部分 - 機器學習和推理
第 9 章. 使用進化神經網絡識別 DNA 序列中的編碼區域
第 10 章. 使用進化算法對微陣列數據進行聚類
第 11 章. 進化計算與序列數據的分形可視化
第 12 章. 使用進化算法識別代謝途徑和基因調控網絡
第 13 章. 進化計算支持生物系統的特徵化
第五部分 - 特徵選擇
第 14 章. 使用進化計算發現疾病數據中的基因和環境交互作用
第 15 章. 基於遺傳算法的計算藥物設計特徵選擇方法
第 16 章. 使用進化計算解釋分析光譜
附錄:生物資訊學數據和工具的網路資源