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582364 Data mining, 4 cu Lecture 9:

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Spatial <strong>Data</strong> <strong>mining</strong> tasks: Clustering<br />

� Clustering can reveal new groupings<br />

in spatially organized data<br />

� In the picture, clustering of the<br />

European map is based on<br />

oc<strong>cu</strong>rrence of species<br />

� Each cell is a 50x50 km area where<br />

the oc<strong>cu</strong>rrence of 124 species has<br />

been recorded<br />

� Clusters = similar oc<strong>cu</strong>rrence profiles<br />

� Many methods available: k-means<br />

clustering, hierarchical clustering, …<br />

<strong>Data</strong> <strong>mining</strong>, Spring 2010 (Slides adapted from Tan, Steinbach Kumar)

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