/cpl-dwm

computer programming laboratory (data warehousing and mining)

Primary LanguageJupyter Notebook

Contents:

Lab 1

  • Mean
  • Median
  • Mode

Lab 2

  • Preprocessing of data
  • Distance measures

Lab 3

  • Association Rule Mining -
    • Apriori Algorithm
    • FP growth tree

Lab 4

  • Symmetric Measures
  • Asymmetric Measures

Lab 5

  • Decision Tree Classifier
    • Hunt's Algorithm

Lab 6

  • K nearest neighbour

Lab 7

  • Modified Nearest Neighbour

Lab 8

  • K-means clustering

Lab 9

  • Dendogram

Lab 10

  • Bisecting Kmeans
  • DBSCAN

Learning resources:

https://www-users.cs.umn.edu/~kumar001

http://www.svcl.ucsd.edu/courses/ece271B-F09/handouts/Dimensionality2.pdf