Sadegh Sulaimany

Advanced Data Mining (Fall 2022)

Formal Syllabus

Reference 1- Data Mining Concepts and Techniques 4th Edition

Reference 2 - Mining of Massive Datasets

Reference 3 - Foundation of data science

Reference 4 - Social Medial Mining

Reference 5 - Markov Chain & HMM - Complete book

Handouts

• Session 1 - Intro
• Session 2 - Clustering Review - Partitioning
  • Data Types and EDA
• Session 3 - Hierarchical Clustering 
• Session 4 - Density Based Clustering 
• Session 5 - Mining Social Networks Graphs - Fundamentals 
• Session 6 - Mining Social Networks Graphs - Community Detection 
• Session 7 - Mining Complex Networks Graphs - Relation mining 
• Session 8 - Mining Complex Networks Graphs - Adventure of a PhD thesis
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Homework

• ‍Presentation titles
• Introductory Papers for Course Project

Useful links

• Graph-Based Clustering
• Final Exam Solutions (New)