Constraint-based Sequential Pattern Mining with Decision Diagrams

@inproceedings{Hosseininasab2019ConstraintbasedSP,
  title={Constraint-based Sequential Pattern Mining with Decision Diagrams},
  author={Amin Hosseininasab and W. V. Hoeve and A. Cir{\'e}},
  booktitle={AAAI},
  year={2019}
}
Constrained sequential pattern mining aims at identifying frequent patterns on a sequential database of items while observing constraints defined over the item attributes. We introduce novel techniques for constraint-based sequential pattern mining that rely on a multi-valued decision diagram representation of the database. Specifically, our representation can accommodate multiple item attributes and various constraint types, including a number of non-monotone constraints. To evaluate the… Expand
Mining colossal patterns with length constraints

References

SHOWING 1-10 OF 33 REFERENCES
Constraint-based sequential pattern mining: the pattern-growth methods
Efficient mining of sequential patterns with time constraints: Reducing the combinations
Constraint-based sequential pattern mining: a pattern growth algorithm incorporating compactness, length and monetary
Constraint-Based Pattern Mining
A binary decision diagram based approach for mining frequent subsequences
A constrained frequent pattern mining system for handling aggregate constraints
Soft constraint based pattern mining
...
1
2
3
4
...