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    PRL
    2010
    158views more  PRL 2010»
    Data clustering: 50 years beyond K-means
    13 years 10 months ago
    Data clustering: 50 years beyond K-means
    Download  dataclustering.cse.msu.edu
    : Organizing data into sensible groupings is one of the most fundamental modes of understanding and learning. As an example, a common scheme of scientific classification puts organ...
    Anil K. Jain
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    ISI
    2008
    Springer
    121views Security Privacy» more  ISI 2008»
    A framework for privacy-preserving cluster analysis
    13 years 12 months ago
    A framework for privacy-preserving cluster analysis
    Download  users.encs.concordia.ca
    Abstract--Releasing person-specific data could potentially reveal sensitive information of individuals. k-anonymization is a promising privacy protection mechanism in data publishi...
    Benjamin C. M. Fung, Ke Wang, Lingyu Wang, Mourad ...
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    CSDA
    2007
    103views more  CSDA 2007»
    Cluster-wise assessment of cluster stability
    14 years 7 days ago
    Cluster-wise assessment of cluster stability
    Download  www.homepages.ucl.ac.uk
    Stability in cluster analysis is strongly dependent on the data set, especially on how well separated and how homogeneous the clusters are. In the same clustering, some clusters m...
    Christian Hennig
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    DATAMINE
    2002
    114views more  DATAMINE 2002»
    Techniques of Cluster Algorithms in Data Mining
    14 years 7 days ago
    Techniques of Cluster Algorithms in Data Mining
    Download  www.cs.ecu.edu
    An overview of cluster analysis techniques from a data mining point of view is given. This is done by a strict separation of the questions of various similarity and distance measur...
    Johannes Grabmeier, Andreas Rudolph
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    CLASSIFICATION
    2006
    108views more  CLASSIFICATION 2006»
    The Practice of Cluster Analysis
    14 years 14 days ago
    The Practice of Cluster Analysis
    Download  www.interfacesymposia.org
    Abstracts "Mixtures at the Interface" David Scott, Rice University Mixture modeling provides an effective framework for complex, high-dimensional data. The potential of m...
    Jon R. Kettenring
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    BMCBI
    2006
    149views more  BMCBI 2006»
    HeatMapper: powerful combined visualization of gene expression profile correlations, genotypes, phenotypes and sample characteri
    14 years 14 days ago
    HeatMapper: powerful combined visualization of gene expression profile correlations, genotypes, phenotypes and sample characteri
    Download  www.biomedcentral.com
    Background: Accurate interpretation of data obtained by unsupervised analysis of large scale expression profiling studies is currently frequently performed by visually combining s...
    Roel G. W. Verhaak, Mathijs A. Sanders, Maarten A....
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    BMCBI
    2010
    153views more  BMCBI 2010»
    Challenges in microarray class discovery: a comprehensive examination of normalization, gene selection and clustering
    14 years 16 days ago
    Challenges in microarray class discovery: a comprehensive examination of normalization, gene selection and clustering
    Download  www.biomedcentral.com
    Background: Cluster analysis, and in particular hierarchical clustering, is widely used to extract information from gene expression data. The aim is to discover new classes, or su...
    Eva Freyhult, Mattias Landfors, Jenny Önskog,...
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    BMCBI
    2010
    94views more  BMCBI 2010»
    A comparative study of conservation and variation scores
    14 years 16 days ago
    A comparative study of conservation and variation scores
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    Background: Conservation and variation scores are used when evaluating sites in a multiple sequence alignment, in order to identify residues critical for structure or function. A ...
    Fredrik Johansson, Hiroyuki Toh
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    BIOSYSTEMS
    2008
    75views more  BIOSYSTEMS 2008»
    Using matrix of thresholding partial correlation coefficients to infer regulatory network
    14 years 16 days ago
    Using matrix of thresholding partial correlation coefficients to infer regulatory network
    Download  www.cab.zju.edu.cn
    DNA arrays measure the expression levels for thousands of genes simultaneously under different conditions. These measurements reflect many aspects of the underlying biological pro...
    Lide Han, Jun Zhu
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    BMCBI
    2010
    125views more  BMCBI 2010»
    NeatMap - non-clustering heat map alternatives in R
    14 years 16 days ago
    NeatMap - non-clustering heat map alternatives in R
    Download  www.biomedcentral.com
    Background: The clustered heat map is the most popular means of visualizing genomic data. It compactly displays a large amount of data in an intuitive format that facilitates the ...
    Satwik Rajaram, Yoshi Oono
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