<dataset name="leukemia" xmlns:ds="urn:dataset">
	
	<objects type="microarray-samples">
		<object name="sample_31">
			<feature name="U22376" value="408" />
			<feature name="X59417" value="1784" />
			<feature name="U05259" value="272" />
			<feature name="M92287" value="1032" />
			<feature name="M31211" value="192" />
		</object>
		<object name="sample_32">
			<feature name="U22376" value="1047" />
			<feature name="X59417" value="1214" />
			<feature name="U05259" value="306" />
			<feature name="M92287" value="1024" />
			<feature name="M31211" value="339" />
		</object>
		<object name="sample_33">
			<feature name="U22376" value="335" />
			<feature name="X59417" value="1583" />
			<feature name="U05259" value="19" />
			<feature name="M92287" value="1827" />
			<feature name="M31211" value="59" />
		</object>
		<object name="sample_1">
			<feature name="U22376" value="3105" />
			<feature name="X59417" value="3016" />
			<feature name="U05259" value="9326" />
			<feature name="M92287" value="4778" />
			<feature name="M31211" value="601" />
		</object>
		<object name="sample_2">
			<feature name="U22376" value="1118" />
			<feature name="X59417" value="3424" />
			<feature name="U05259" value="895" />
			<feature name="M92287" value="2700" />
			<feature name="M31211" value="435" />
		</object>
		<object name="sample_3">
			<feature name="U22376" value="4543" />
			<feature name="X59417" value="7724" />
			<feature name="U05259" value="628" />
			<feature name="M92287" value="4926" />
			<feature name="M31211" value="547" />
		</object>
		<object name="sample_4">
			<feature name="U22376" value="5467" />
			<feature name="X59417" value="3821" />
			<feature name="U05259" value="5314" />
			<feature name="M92287" value="5403" />
			<feature name="M31211" value="472" />
		</object>
	</objects>

	<partitioning name="hierarchical clustering">
		<object-clusters>
			<cluster name="0">
				<object name="sample_1" />
				<object name="sample_4" />
			</cluster>
			<cluster name="1">
				<object name="sample_31" />
				<object name="sample_32" />
				<object name="sample_33" />
				<object name="sample_2" />
				<object name="sample_3" />
			</cluster>
		</object-clusters>
	
		<cluster-parameters>
			<parameter name="Metrics" value="Euclidean" />
			<parameter name="Intercluster metrics" value="Complete linkage" />
			<parameter name="Transformation" value="No transformation" />
			<parameter name="N" value="2" />

		</cluster-parameters>
	
		<validation method="Dunn index">
			<validation-parameters>
				<parameter name="Metrics" value="Euclidean" />
				<parameter name="Intercluster metrics" value="Complete linkage" />
				<parameter name="Intracluster metrics" value="Complete diameter" />		
				<parameter name="Transformation" value="No transformation" />
			</validation-parameters>
	
			<validation-results>
				<result name="Dunn's Index" value="1.227" />
			</validation-results>
	
		</validation>
	</partitioning>

	<partitioning name="kmeans clustering" method="K-means">

		<feature-clusters>
			<cluster name="0">

				<feature name="U05259" />
				<feature name="M31211" />
			</cluster>
			<cluster name="1">
				<feature name="U22376" />
				<feature name="X59417" />
				<feature name="M92287" />
			</cluster>
		</feature-clusters>
	
		<cluster-parameters>
			<parameter name="Metrics" value="Euclidean" />
			<parameter name="K" value="2" />
			<parameter name="Transformation" value="No transformation" />
			<parameter name="Initialization" value="Random all element initialization" />
		</cluster-parameters>

		<validation method="Silhouettes">
			<validation-parameters>
				<parameter name="Metrics" value="Euclidean" />
				<parameter name="Transformation" value="No transformation" />
			</validation-parameters>
	
			<validation-results>
				<result name="Average Silhouette" value="0.247" />
				<result name="Cluster 0 Silhouette" value="-0.184" />
				<result name="Cluster 1 Silhouette" value="0.534" />			
			</validation-results>
	
		</validation>

	</partitioning>

	<note type="description">
		This is a leukemia sample from Golub's research.
	</note>

	<partitioning name="biclustering">
		<biclusters>
			<cluster name="bicluster_1">
				<object name="sample_31" />
				<object name="sample_33" />
				<feature name="U05259" />
				<feature name="M92287" />
			</cluster>
		</biclusters>
	</partitioning>
		
	<partitioning name="natural classes">
		<object-clusters>
			<cluster name="AML">
				<object name="sample_31" />
				<object name="sample_32" />
				<object name="sample_33" />
			</cluster>
			<cluster name="ALL">
				<object name="sample_1" />
				<object name="sample_2" />
				<object name="sample_3" />
				<object name="sample_4" />
			</cluster>
		</object-clusters>
	
	</partitioning>

</dataset>
