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projectdescriptionslides - CSE532 Artificial Intelligence...

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CSE532 Artificial Intelligence PROJECT DESCRIPTION 1
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BAKARY DATA - on the course web page. This is a classification data with TYPE DE ROCHE (Rock Type) as a CLASS attribute. There are 98 records with 48 attributes and 6 classes. Classes are: C1 : R. Carbonatees AND R. Carbonatees im- pures C2 : Pyrate C3 : Charcopyrite C4 : Galene 2
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C5 : Spahlerite C6 : Sediments terrigenes Most important attributes (as determined by the expert) are: S, Zn, Pb, Cu, CaO+MgO, CaO, MgO, Fe2O3 This is a real life experimental data and it contains a lot of missing data (no value). THE PROJECT GOAL is to use different Internet based CLASSIFICATION TOOLS (choose one you like) to generate sets of DISCRIMINANT RULES describing the con- tent of the data. The project has to follow all steps of Learn- ing Process:
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Data Preparation that includes attributes se- lection, cleaning the data, filling the miss- ing values, etc... Data preprocessing : must use at least 2 methods of data discretization, and com- pare the final results obtained after each of
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