Videos

Here are a few video presentations explaining some algorithms and concepts offered in SPMF:

Frequent Itemset mining:

• Frequent Itemset Mining & the Apriori algorithm - 63 minutes
• The Eclat algorithm - 37 min
• Association Rule Mining - 48 min      
• Maximal, Closed and Generator itemsets - 50 minutes
• Rare Itemset Mining and the AprioriInverse and AprioriRare algorithms - 38 min      
• Correlated and statistically significant itemsets, including the CORI algorithm - 49 min

Graph mining

• An Introduction to Frequent Subgraph Mining - 11 minutes

High utility itemset mining

• High Utility Itemset Mining - 18 minutes
• The HUI-Miner and FHM algorithm - 45 minutes
• The EFIM algorithm - 75 minutes
• Minimal High-Utility Itemsets (the MinFHM algorithm) - 28 minutes
• Mining Correlated High Utility Patterns (the FCHM algorithm) - 32 minutes
• TKQ: Mining top-k quantitative high utility itemsets - 12 min
• CHUQI-Miner: Mining correlated quantitative high utility itemsets - 7 min
• Cross-level high utility itemset mining - 38 min

Episode mining

• Introduction to episode mining （the EMMA algorithm, etc.) - 68 minutes
• Mining episode rules (the POERM algorithm) - 14 minutes

Sequential pattern mining

• Introduction to Sequential pattern mining - 23 minutes
• The PrefixSpan algorithm - 30 min
• Mining Cost-Effective Patterns using the CorCEPB / CEPN algorithms - 44 minutes

Sequential rule mining

• Introduction to Sequential rule mining - 33 minutes
• The CMRules algorithm - 32 minutes
• The RuleGrowth algorithm - 42 minutes

Sequence prediction

• Sequence prediction using the CPT and CPT+ models - 47 minutes

Periodic pattern mining

• Introduction to periodic itemset mining - 25 minutes
• Tthe PFPM algorithm - 25 minutes
• Identifying Stable Periodic Frequent Patterns using the SPP-Growth algorithm - 24 minutes
• Periodic high utility itemset mining and the PHM algorithm - 31 minutes

More videos will be recorded and added to this page in the future.