Literature DB >> 11472989

Fast optimal leaf ordering for hierarchical clustering.

Z Bar-Joseph1, D K Gifford, T S Jaakkola.   

Abstract

We present the first practical algorithm for the optimal linear leaf ordering of trees that are generated by hierarchical clustering. Hierarchical clustering has been extensively used to analyze gene expression data, and we show how optimal leaf ordering can reveal biological structure that is not observed with an existing heuristic ordering method. For a tree with n leaves, there are 2(n-1) linear orderings consistent with the structure of the tree. Our optimal leaf ordering algorithm runs in time O(n(4)), and we present further improvements that make the running time of our algorithm practical.

Mesh:

Year:  2001        PMID: 11472989     DOI: 10.1093/bioinformatics/17.suppl_1.s22

Source DB:  PubMed          Journal:  Bioinformatics        ISSN: 1367-4803            Impact factor:   6.937


  104 in total

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2.  Visual Inquiry Toolkit - An Integrated Approach for Exploring and Interpreting Space-Time, Multivariate Patterns.

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4.  A visualization system for space-time and multivariate patterns (VIS-STAMP).

Authors:  Diansheng Guo; Jin Chen; Alan M MacEachren; Ke Liao
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5.  Reordering based integrative expression profiling for microarray classification.

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Journal:  BMC Bioinformatics       Date:  2012-03-13       Impact factor: 3.169

6.  Gene ordering in partitive clustering using microarray expressions.

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Journal:  J Biosci       Date:  2007-08       Impact factor: 1.826

7.  The Snf1 kinase and proteasome-associated Rad23 regulate UV-responsive gene expression.

Authors:  Staton L Wade; Kunal Poorey; Stefan Bekiranov; David T Auble
Journal:  EMBO J       Date:  2009-08-13       Impact factor: 11.598

8.  Supporting the Process of Exploring and Interpreting Space-Time Multivariate Patterns: The Visual Inquiry Toolkit.

Authors:  Jin Chen; Alan M Maceachren; Diansheng Guo
Journal:  Cartogr Geogr Inf Sci       Date:  2008-01-01

9.  Tumor image signatures and habitats: a processing pipeline of multimodality metabolic and physiological images.

Authors:  Daekeun You; Michelle M Kim; Madhava P Aryal; Hemant Parmar; Morand Piert; Theodore S Lawrence; Yue Cao
Journal:  J Med Imaging (Bellingham)       Date:  2017-11-15

10.  dictyExpress: a Dictyostelium discoideum gene expression database with an explorative data analysis web-based interface.

Authors:  Gregor Rot; Anup Parikh; Tomaz Curk; Adam Kuspa; Gad Shaulsky; Blaz Zupan
Journal:  BMC Bioinformatics       Date:  2009-08-25       Impact factor: 3.169

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