Research Catalog

High-dimensional data analysis in cancer research

Title
High-dimensional data analysis in cancer research / Xiaochun Li, Ronghui Xu, editors.
Publication
New York ; London : Springer, 2009.

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Additional Authors
  • Li, Xiaochun.
  • Xu, Ronghui.
Description
xiv, 149 pages : illustrations (some color); 25 cm.
Summary
"High-Dimensional Data Analysis in Cancer Research, edited by Xiaochun Li and Ronghui Xu, is a collective effort to showcase statistical innovations for meeting the challenges and opportunities uniquely presented by the analytical needs of high-dimensional data in cancer research, particularly in genomics and proteomics. All the chapters included in this volume contain interesting case studies to demonstrate the analysis methodology." "High-Dimensional Data Analysis in Cancer Research is an invaluable reference for researchers, statisticians, bioinformaticians, graduate students and data analysts working in the fields of cancer research."--BOOK JACKET.
Series Statement
Applied bioinformatics and biostatistics in cancer research
Uniform Title
Applied bioinformatics and biostatistics in cancer research.
Subject
  • Oncology
  • Multivariate analysis
  • Medical Oncology
  • Multivariate Analysis
Bibliography (note)
  • Includes bibliographical references and index.
Contents
1. On the Role and Potential of High-Dimensional Biologic Data in Cancer Research / Ross L. Prentice -- 2. Variable Selection in Regression - Estimation, Prediction, Sparsity, Inference / Jaroslaw Harezlak, Eric Tchetgen and Xiaochun Li -- 3. Multivariate Nonparametric Regression / Charles Kooperberg and Michael LeBlanc -- 4. Risk Estimation / Ronghui Xu and Anthony Gamst -- 5. Tree-Based Methods / Adele Cutler, D. Richard Cutler and John R. Stevens -- 6. Support Vector Machine Classification for High-Dimensional Microarray Data Analysis, With Applications in Cancer Research / Hao Helen Zhang -- 7. Bayesian Approaches: Nonparametric Bayesian Analysis of Gene Expression Data / Sonia Jain.
ISBN
  • 9780387697635 (hbk.)
  • 0387697632 (hbk.)
OCLC
  • ocn262720766
  • ocn233933774
  • 233933774
  • 262720766
  • SCSB-8856495
Owning Institutions
Columbia University Libraries