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What is Data? zCollection of data objects and their attributes Attributes Class zAn attribute is a property or characteristic of an object El lf Tid Home Owner Marital Status Taxable Income Cheat 1 Yes Single 125K No – Examples: eye color of a

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Attribute Type Description Examples Operations Nominal The values of a nominal attribute are just different names, , nominal attributes provide only enough

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The actual data mining task is the semiautomatic or automatic analysis of large quantities of data to extract previously unknown, interesting patterns such as groups of data records (cluster analysis), unusual records (anomaly detection), and dependencies (association rule mining, sequential pattern mining).

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### (Notes from: Tan, Steinbach, Kumar + Ghosh)

ICDM: Top Ten Data Mining Algorithms Kmeans December, 2006 13 Generalizing Kmeans – Model based kmeans “means” are probabilistic models” – (unified framework, Zhong Ghosh, JMLR 03)

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