DATA MINING LAB SYLLABUS

A Hunt for Reaching Horizon of Science

Syllabus

1.Implement the following Multidimensional Data Models
     i.Star Schema
    ii.Snowflake Schema
   iii.Fact Constellation
 2.Implement Apriori algorithm to generate frequent Item Sets
 3.Implement the following clustering algorithms
       i.K-means
      ii.K-mediods
 4.Implement the following classification algorithms
       i.Decision Tree Induction
      ii.KNN
 5.Perform data Preprocessing using WEKA
 6.Perform Discritization of data using WEKA
 7.Classification algorithms using WEKA
 8.Apriori algorithm using WEKA
 9.Perform data transformations using an ETL Tool
 10.A small case study involving all stages of KDD. (Datasets are available online like UCI Repository etc.)