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.