Advanced Topics In Pattern Mining: Github Link
| Class No. | Lecture Topics | Exercise Topics |
|---|---|---|
| 1 | Introduction to Pattern Mining-1 | Understand datasets and using the algorithms in SPMF and PAMI_PyKit |
| 2 | Discovering frequent patterns in big data-1 | Using Apriori algorithms to find desired patterns in the data |
| 3 | Discovering frequent patterns in big data-2 | Using ECLAT and FP-growth algorithm to find frequent patterns |
| 4 | Discovering periodic-frequent patterns in big temporal databases | Finding hidden temporal patterns in big data using PFP-growth algorithm |
| 5 | Discovering partial periodic patterns in big temporal databases | Finding hidden temporal patterns in big data using using 3P-growth algorithm |
| 6 | Discovering fuzzy frequent patterns in non-binary transactional databases | Discovering hidden fuzzy frequent patterns in non-binary transactional databases. |
| 7 | Discovering fuzzy periodic frequent patterns in non-binary temporal databases | Discovering hidden fuzzy periodic-frequent patterns in non-binary temporal databases |
| 8 | High utility pattern mining | Implementing HUIM algorithm |
| 9 | Spatial high utility pattern mining | Implementing SHUIM algorithm |
| 10 | Rare Item Problem | Implementing MSApriori algorithm |
| 11 | User interest-based pattern mining – 1 | Implementing closed and maximal pattern mining algorithms |
| 12 | User interest-based pattern mining – 2 | Implementing frequent pattern mining algorithm for uncertain data |
| 13 | Pattern mining in streams | Implementing FP-stream algorithm |
