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    » Bayesian modelling of shared gene function
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    BMCBI
    2006
    108views more  BMCBI 2006»
    Gene function classification using Bayesian models with hierarchy-based priors
    13 years 6 months ago
    Gene function classification using Bayesian models with hierarchy-based priors
    Download  www.cs.utoronto.ca
    We investigate the application of hierarchical classification schemes to the annotation of gene function based on several characteristics of protein sequences including phylogenic ...
    Babak Shahbaba, Radford M. Neal
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    BMCBI
    2007
    164views more  BMCBI 2007»
    Comparison of probabilistic Boolean network and dynamic Bayesian network approaches for inferring gene regulatory networks
    13 years 6 months ago
    Comparison of probabilistic Boolean network and dynamic Bayesian network approaches for inferring gene regulatory networks
    Download  www.biomedcentral.com
    Background: The regulation of gene expression is achieved through gene regulatory networks (GRNs) in which collections of genes interact with one another and other substances in a...
    Peng Li, Chaoyang Zhang, Edward J. Perkins, Ping G...
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    CSB
    2005
    IEEE
    189views Bioinformatics» more  CSB 2005»
    Learning Yeast Gene Functions from Heterogeneous Sources of Data Using Hybrid Weighted Bayesian Networks
    13 years 12 months ago
    Learning Yeast Gene Functions from Heterogeneous Sources of Data Using Hybrid Weighted Bayesian Networks
    Download  conferences.computer.org
    We developed a machine learning system for determining gene functions from heterogeneous sources of data sets using a Weighted Naive Bayesian Network (WNB). The knowledge of gene ...
    Xutao Deng, Huimin Geng, Hesham H. Ali
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    BMCBI
    2008
    127views more  BMCBI 2008»
    Gene and pathway identification with Lp penalized Bayesian logistic regression
    13 years 6 months ago
    Gene and pathway identification with Lp penalized Bayesian logistic regression
    Download  www.biomedcentral.com
    Background: Identifying genes and pathways associated with diseases such as cancer has been a subject of considerable research in recent years in the area of bioinformatics and co...
    Zhenqiu Liu, Ronald B. Gartenhaus, Ming Tan, Feng ...
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    BMCBI
    2007
    146views more  BMCBI 2007»
    Bayesian hierarchical model for transcriptional module discovery by jointly modeling gene expression and ChIP-chip data
    13 years 6 months ago
    Bayesian hierarchical model for transcriptional module discovery by jointly modeling gene expression and ChIP-chip data
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    Background: Transcriptional modules (TM) consist of groups of co-regulated genes and transcription factors (TF) regulating their expression. Two high-throughput (HT) experimental ...
    Xiangdong Liu, Walter J. Jessen, Siva Sivaganesan,...
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