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.