Bioconductor Case Studies
暫譯: Bioconductor 案例研究

Florian Hahne, Wolfgang Huber, Robert Gentleman, Seth Falcon

Bioconductor Case Studies
  • 出版商: Springer
  • 出版日期: 2008-08-15
  • 售價: $4,870
  • 貴賓價: 9.5 折 $4,627
  • 語言: 英文
  • 頁數: 284
  • 裝訂: Paperback
  • ISBN: 0387772391
  • ISBN-13: 9780387772394

    • 海外代購書籍(需單獨結帳)

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商品描述

Bioconductor software has become a standard tool for the analysis and comprehension of data from high-throughput genomics experiments. Its application spans a broad field of technologies used in contemporary molecular biology. In this volume, the authors present a collection of cases to apply Bioconductor tools in the analysis of microarray gene expression data. Topics covered include

* import and preprocessing of data from various sources

* statistical modeling of differential gene expression

* biological metadata

* application of graphs and graph rendering

* machine learning for clustering and classification problems

* gene set enrichment analysis

Each chapter of this book describes an analysis of real data using hands-on example driven approaches. Short exercises help in the learning process and invite more advanced considerations of key topics. The book is a dynamic document. All the code shown can be executed on a local computer, and readers are able to reproduce every computation, figure, and table.

商品描述(中文翻譯)

Bioconductor 軟體已成為分析和理解高通量基因組實驗數據的標準工具。它的應用涵蓋了當代分子生物學中使用的廣泛技術。在本卷中，作者呈現了一系列案例，以應用 Bioconductor 工具分析微陣列基因表達數據。涵蓋的主題包括：

* 從各種來源導入和預處理數據
* 差異基因表達的統計建模
* 生物元數據
* 圖形及圖形渲染的應用
* 用於聚類和分類問題的機器學習
* 基因集富集分析

本書的每一章都描述了使用實際數據的分析，採用以實例為驅動的方法。短小的練習有助於學習過程，並邀請對關鍵主題進行更深入的考量。本書是一份動態文檔。所有顯示的代碼都可以在本地計算機上執行，讀者能夠重現每一個計算、圖形和表格。

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