Data Mining And Warehousing

Indian Institue of Information Technology Allahabad

 Course code  :	IDMW532C
 Semester     :	5

Index

• Lab assignments:

  • Lab 0:
    • Apriori Algorithm
    • Apriori Algorithm using Hash Function
    • Frequent Set Generation
    • Apriori Algorithm on Integrated and Partioned Sets
  • Lab 1:
    • FP Growth Algorithm
    • Comparison of Apriori and FP Growth
    • FP Growth using Linked List & Adjacency Matrix
  • Lab 2:
    • Decision Trees (ID3, C4.5 & CART)
  • Lab 3:
    • K-Means Clustering
    • Partition Around Medoids (PAM) Clustering
  • Lab 4:
    • Single Layer Perceptron
  • Lab 5:
    • Hierarchical Clustering Algorithm
    • BIRCH Algorithm
    • DBSCAN Algorithm
    • OPTICS Algorithm
    • COBWEB Clustering Algorithm

• Lab Test:

  • Modified K-Means Algorithm
  • Radius Neighbour Classifier