FDP: Data Mining and Big Data
Program Schedule
Day 1: (Time: 9:00 AM to 12:00 and 01:00 PM to 04:00 PM)
• Introduction to Data Mining
• Introduction about data warehousing
• Comparison b/w mining and warehousing
Day 2: (Time: 9:00 AM to 12:00 and 01:00 PM to 04:00 PM)
• Pattern Discovery Overview;
• Pattern Discovery Basic Concepts
• Efficient Pattern Mining Methods
Day 3: (Time: 9:00 AM to 12:00 and 01:00 PM to 04:00 PM)
• Pattern Evaluation;
• Mining Diverse Frequent Patterns,
• Sequential Pattern Mining;
• Pattern Mining Applications: Mining Spatiotemporal and Trajectory Patterns
Day 4: (Time: 9:00 AM to 12:00 and 01:00 PM to 04:00 PM)
• Constraint-Based Mining,
• Pattern-Based Classification,
• Graph Pattern Mining
Day 5: (Time: 9:00 AM to 12:00 and 01:00 PM to 04:00 PM)
• Pattern Mining Applications: Mining Quality Phrases from Text Data;
• Advanced Topics on Pattern Discovery
Day 6: (Time: 9:00 AM to 12:00 and 01:00 PM to 04:00 PM)
• Cluster Analysis Overview;
• Cluster Analysis Introduction;
• Similarity Measures for Cluster Analysis
Day 7: (Time: 9:00 AM to 12:00 and 01:00 PM to 04:00 PM)
• Partitioning-Based Clustering Methods
• Hierarchical Clustering Methods
• Density Based and Grid-Based Clustering Methods
