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
High utility itemset mining
- High Utility Itemset Mining - 18 minutes
- The
HUI-Miner and FHM algorithm - 45 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
Sequential patterns and sequential rules
- Sequential
pattern mining - 23 minutes
- The
PrefixSpan algorithm for sequential pattern mining - 30 min
- Mining Sequential Rules in Sequences (the RuleGrowth algorithm) - 42 minutes
- Mining Cost-Effective Patterns using the CorCEPB / CEPN algorithms - 44 minutes
Sequence prediction
- Sequence prediction using the CPT and CPT+ models - 47 minutes
Periodic pattern mining
- Mining Periodic Frequent Patterns (the PFPM algorithm) - 25 minutes
- Identifying Stable Periodic Frequent Patterns using the SPP-Growth algorithm - 24 minutes
Episode mining
- Mining
episode rules (the POERM algorithm) - 14 minutes
Graph mining
- An
Introduction to Frequent Subgraph Mining - 11 minutes
More videos will be recorded and added to this page in the future.