Advanced Analysis of Gene Expression Microarray Data 在线电子书 pdf 下载 txt下载 epub 下载 mobi 下载 2024

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Zhang, Aidong 作者

World Scientific Pub Co Inc

译者

出版日期

339 页数

$ 103.96 价格

HRD

丛书系列

9789812566454 图书编码

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发表于2024-11-13

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Advanced Analysis of Gene Expression Microarray Data 在线电子书 epub 下载 mobi 下载 pdf 下载 txt 下载 2024

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Advanced Analysis of Gene Expression Microarray Data 在线电子书 pdf 下载 txt下载 epub 下载 mobi 在线电子书下载

Advanced Analysis of Gene Expression Microarray Data 在线电子书图书描述

This book focuses on the development and application of the latest advanced data mining, machine learning, and visualization techniques for the identification of interesting, significant, and novel patterns in gene expression microarray data.Biomedical researchers will find this book invaluable for learning the cutting-edge methods for analyzing gene expression microarray data. Specifically, the coverage includes the following state-of-the-art methods: - Gene-based analysis: the latest novel clustering algorithms to identify co-expressed genes and coherent patterns in gene expression microarray data sets- Sample-based analysis: supervised and unsupervised methods for the reduction of the gene dimensionality to select significant genes. A series of approaches to disease classification and discovery are also described- Pattern-based analysis: methods for ascertaining the relationship between (subsets of) genes and (subsets of) samples. Various novel pattern-based clustering algorithms to find the coherent patterns embedded in the sub-attribute spaces are discussed- Visualization tools: various methods for gene expression data visualization. The visualization process is intended to transform the gene expression data set from high-dimensional space into a more easily understood two- or three-dimensional space.

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