Statistical Bioinformatics: with R (Hardcover)

Sunil K. Mathur

  • 出版商: Academic Press
  • 出版日期: 2010-01-12
  • 定價: $1,120
  • 售價: 9.5$1,064
  • 語言: 英文
  • 頁數: 336
  • 裝訂: Hardcover
  • ISBN: 0123751047
  • ISBN-13: 9780123751041
  • 相關分類: R 語言生物資訊 Bioinformatics
  • 立即出貨 (庫存=1)

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商品描述

<內容簡介>

Designed for a one or two semester senior undergraduate or graduate bioinformatics course, Statistical Bioinformatics takes a broad view of the subject - not just gene expression and sequence analysis, but a careful balance of statistical theory in the context of bioinformatics applications. The inclusion of R code as well as the development of advanced methodology such as Bayesian and Markov models provides students with the important foundation needed to conduct bioinformatics.
 <章節目錄>

Ch 1: Introduction

Ch 2: Genomics

Ch 3: Probability and Statistical Theory

Ch 4: Special Distributions, Properties and Applications

Ch 5: Statistical Inference and Applications

Ch 6: Nonparametric Statistics

Ch 7: Bayesian Statistics

Ch 8: Markov Chain, Monte Carlo

Ch 9: Analysis of Variance

Ch 10: Design of Experiments

Ch 11: Multiple Testing of Hypotheses


商品描述(中文翻譯)

《統計生物信息學》是為一學期或兩學期的高年級本科生或研究生生物信息學課程而設計的。本書不僅關注基因表達和序列分析,還在生物信息學應用的背景下平衡講解統計理論。書中包含了R代碼以及貝葉斯和馬爾可夫模型等高級方法的開發,為學生進行生物信息學研究提供了重要的基礎。

目錄如下:
Ch 1: 簡介
Ch 2: 基因組學
Ch 3: 概率和統計理論
Ch 4: 特殊分佈、性質和應用
Ch 5: 統計推斷和應用
Ch 6: 非參數統計
Ch 7: 貝葉斯統計
Ch 8: 馬爾可夫鏈、蒙特卡羅
Ch 9: 變異數分析
Ch 10: 實驗設計
Ch 11: 多重假設檢驗