<?xml version="1.0" encoding="UTF-8"?><?xml-stylesheet type="text/xsl" href="static/style.xsl"?><OAI-PMH xmlns="http://www.openarchives.org/OAI/2.0/" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/ http://www.openarchives.org/OAI/2.0/OAI-PMH.xsd"><responseDate>2026-09-18T20:43:56Z</responseDate><request verb="GetRecord" identifier="oai:wakespace.lib.wfu.edu:10339/38565" metadataPrefix="dim">https://wakespace.lib.wfu.edu/server/oai/request</request><GetRecord><record><header><identifier>oai:null:10339/38565</identifier><datestamp>2026-09-02T11:55:19Z</datestamp><setSpec>com_10339_14934</setSpec><setSpec>col_10339_38132</setSpec></header><metadata><dim:dim xmlns:dim="http://www.dspace.org/xmlns/dspace/dim" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xmlns:doc="http://www.lyncode.com/xoai" xsi:schemaLocation="http://www.dspace.org/xmlns/dspace/dim http://www.dspace.org/schema/dim.xsd">
   <dim:field mdschema="dc" element="contributor" qualifier="author" lang="en_US">Higgins, Ixavier</dim:field>
   <dim:field mdschema="dc" element="date" qualifier="accessioned">2013-06-06T21:19:36Z</dim:field>
   <dim:field mdschema="dc" element="date" qualifier="issued" lang="en_US">2013</dim:field>
   <dim:field mdschema="dc" element="identifier" qualifier="uri">https://wakespace.lib.wfu.edu/handle/10339/38565</dim:field>
   <dim:field mdschema="dc" element="description" qualifier="abstract" lang="en_US">Exploratory cluster analysis of large data sets often implements k-means or hierarchical methods.  These routines typically exhibit limitations which reduces the reliability of the results.  Both assign observations to the one component for which its Euclidean distance from the center is smallest.  Furthermore, these methods force a common variance in every dimension and do not permit covariances between dimensions.  A final limitation is that these methods prohibit statistical inference.</dim:field>
   <dim:field mdschema="dc" element="language" qualifier="iso" lang="en_US">en</dim:field>
   <dim:field mdschema="dc" element="publisher" lang="en_US">Wake Forest University</dim:field>
   <dim:field mdschema="dc" element="subject" lang="en_US" />
   <dim:field mdschema="dc" element="title" lang="en_US">Probabilistic Finite Mixture Clustering of Genetic Expression Microarray Data</dim:field>
   <dim:field mdschema="dc" element="type" lang="en_US">Thesis</dim:field>
   <dim:field mdschema="thesis" element="contributor" qualifier="committeeChair" lang="en_US">Norris, James L</dim:field>
   <dim:field mdschema="thesis" element="contributor" qualifier="committeeMember" lang="en_US">Plemmons, Robert</dim:field>
   <dim:field mdschema="thesis" element="contributor" qualifier="committeeMember" lang="en_US">Erhardt, Robert</dim:field>
   <dim:field mdschema="thesis" element="degree" qualifier="discipline" lang="en_US">Mathematics</dim:field>
   <dim:field mdschema="thesis" element="embargo" qualifier="terms" lang="en_US">forever</dim:field>
   <dim:field mdschema="thesis" element="embargo" qualifier="liftdate">10000-01-01</dim:field>
   <dim:field mdschema="others" element="access-status">restricted</dim:field>
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