{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,17]],"date-time":"2026-01-17T11:06:50Z","timestamp":1768648010605,"version":"3.49.0"},"reference-count":18,"publisher":"Public Library of Science (PLoS)","issue":"8","license":[{"start":{"date-parts":[[2007,8,31]],"date-time":"2007-08-31T00:00:00Z","timestamp":1188518400000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["www.ploscompbiol.org"],"crossmark-restriction":false},"short-container-title":["PLoS Comput Biol"],"DOI":"10.1371\/journal.pcbi.0030129","type":"journal-article","created":{"date-parts":[[2007,8,30]],"date-time":"2007-08-30T15:33:41Z","timestamp":1188488021000},"page":"e129","update-policy":"https:\/\/doi.org\/10.1371\/journal.pcbi.corrections_policy","source":"Crossref","is-referenced-by-count":228,"title":["A Primer on Learning in Bayesian Networks for Computational Biology"],"prefix":"10.1371","volume":"3","author":[{"given":"Chris J","family":"Needham","sequence":"first","affiliation":[]},{"given":"James R","family":"Bradford","sequence":"additional","affiliation":[]},{"given":"Andrew J","family":"Bulpitt","sequence":"additional","affiliation":[]},{"given":"David R","family":"Westhead","sequence":"additional","affiliation":[]}],"member":"340","published-online":{"date-parts":[[2007,8,31]]},"reference":[{"key":"pcbi-0030129-b001","doi-asserted-by":"crossref","first-page":"799","DOI":"10.1126\/science.1094068","article-title":"Inferring cellular networks using probabilistic graphical models.","volume":"303","year":"2004","journal-title":"Science"},{"key":"pcbi-0030129-b002","doi-asserted-by":"crossref","first-page":"523","DOI":"10.1126\/science.1105809","article-title":"Causal protein-signaling networks derived from multiparameter single-cell data.","volume":"308","year":"2005","journal-title":"Science"},{"key":"pcbi-0030129-b003","doi-asserted-by":"crossref","first-page":"8348","DOI":"10.1073\/pnas.0832373100","article-title":"A Bayesian framework for combining heterogeneous data sources for gene function prediction (in Saccharomyces Cerevisiae).","volume":"100","year":"2003","journal-title":"Proc Natl Acad Sci U S A"},{"key":"pcbi-0030129-b004","doi-asserted-by":"crossref","first-page":"365","DOI":"10.1016\/j.jmb.2006.07.028","article-title":"Insights into protein\u2013protein interfaces using a Bayesian network prediction method.","volume":"362","year":"2006","journal-title":"J Mol Biol"},{"key":"pcbi-0030129-b005","doi-asserted-by":"crossref","first-page":"251","DOI":"10.1038\/nrg1318","article-title":"The Bayesian revolution in genetics.","volume":"5","year":"2004","journal-title":"Nat Rev Genet"},{"key":"pcbi-0030129-b006","unstructured":"DudaROHartPEStorkDG\n\t\t\t\t\t2000\n\t\t\t\t\tPattern classification\n\t\t\t\t\tNew York\n\t\t\t\t\tWiley-Interscience\n\t\t\t\t\t654"},{"key":"pcbi-0030129-b007","unstructured":"BishopCM\n\t\t\t\t\t2006\n\t\t\t\t\tPattern recognition and machine learning\n\t\t\t\t\tNew York\n\t\t\t\t\tSpringer\n\t\t\t\t\t738"},{"key":"pcbi-0030129-b008","doi-asserted-by":"crossref","first-page":"1177","DOI":"10.1038\/nbt0904-1177","article-title":"What is Bayesian statistics?","volume":"22","year":"2004","journal-title":"Nat Biotechnol"},{"key":"pcbi-0030129-b009","doi-asserted-by":"crossref","unstructured":"HeckermanD\n\t\t\t\t\t1998\n\t\t\t\t\tA tutorial on learning with Bayesian networks.\n\t\t\t\t\tIn:\n\t\t\t\t\tJordanMI\n\t\t\t\t\tLearning in graphical models\n\t\t\t\t\tDordrecht\n\t\t\t\t\tKluwer Academic\n\t\t\t\t\t301\n\t\t\t\t\t354","DOI":"10.1007\/978-94-011-5014-9_11"},{"key":"pcbi-0030129-b010","first-page":"104","article-title":"Combining microarrays and biological knowledge for estimating gene networks via Bayesian networks.","volume":"2","year":"2003","journal-title":"IEEE Computa Syst Bioinformatics (CSB'03)"},{"key":"pcbi-0030129-b011","unstructured":"PearlJ\n\t\t\t\t\t2000\n\t\t\t\t\tCausality: Models, reasoning and inference\n\t\t\t\t\tCambridge (United Kingdom)\n\t\t\t\t\tCambridge University Press"},{"key":"pcbi-0030129-b012","unstructured":"MurphyKPMianS\n\t\t\t\t\t1999\n\t\t\t\t\tModelling gene expression data using dynamic Bayesian networks\n\t\t\t\t\tBerkeley\n\t\t\t\t\tTechnical report,\n\t\t\t\t\tDepartment of Computer Science, University of California"},{"key":"pcbi-0030129-b013","doi-asserted-by":"crossref","unstructured":"HusmeierDDybowskiRRobertsS\n\t\t\t\t\t2005\n\t\t\t\t\tProbabilistic modeling in bioinformatics and medical informatics\n\t\t\t\t\tNew York\n\t\t\t\t\tSpringer\n\t\t\t\t\t504","DOI":"10.1007\/b138794"},{"key":"pcbi-0030129-b014","doi-asserted-by":"crossref","first-page":"349","DOI":"10.1093\/bioinformatics\/bti014","article-title":"A Bayesian approach to reconstructing genetic regulatory networks with hidden factors.","volume":"21","year":"2005","journal-title":"Bioinformatics"},{"key":"pcbi-0030129-b015","unstructured":"MurphyKP\n\t\t\t\t\tA brief introduction to graphical models and Bayesian networks\n\t\t\t\t\tAvailable: http:\/\/www.cs.ubc.ca\/\u223cmurphyk\/Bayes\/bnintro.html. Accessed 7 June 2007."},{"key":"pcbi-0030129-b016","first-page":"331","article-title":"The Bayes Net toolbox for Matlab.","volume":"33","year":"2001","journal-title":"Comput Sci Stat"},{"key":"pcbi-0030129-b017","first-page":"41","article-title":"Bayesian inference: An introduction to principles and practice in machine learning.","volume":"3176","year":"2004","journal-title":"Machine Learning 2003, LNAI"},{"key":"pcbi-0030129-b018","first-page":"72","article-title":"Unsupervised learning.","volume":"3176","year":"2004","journal-title":"Machine Learning 2003, LNAI"}],"container-title":["PLoS Computational Biology"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/dx.plos.org\/10.1371\/journal.pcbi.0030129","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,5,6]],"date-time":"2020-05-06T22:13:14Z","timestamp":1588803194000},"score":1,"resource":{"primary":{"URL":"https:\/\/dx.plos.org\/10.1371\/journal.pcbi.0030129"}},"subtitle":[],"editor":[{"given":"Fran","family":"Lewitter","sequence":"first","affiliation":[]}],"short-title":[],"issued":{"date-parts":[[2007,8,31]]},"references-count":18,"journal-issue":{"issue":"8","published-online":{"date-parts":[[2007,8,31]]}},"URL":"https:\/\/doi.org\/10.1371\/journal.pcbi.0030129","relation":{},"ISSN":["1553-7358"],"issn-type":[{"value":"1553-7358","type":"electronic"}],"subject":[],"published":{"date-parts":[[2007,8,31]]}}}