A Metaheuristic Approach for Mining Gradual Patterns

1 code implementation • 15 Nov 2022 • Dickson Odhiambo Owuor, Thomas Runkler, Anne Laurent

In addition, we present a systematic study of several meta-heuristic optimization techniques as efficient solutions to the problem of finding gradual patterns using our search space.

Ant Colony Optimization for Mining Gradual Patterns

1 code implementation • 31 Aug 2022 • Dickson Odhiambo Owuor, Thomas Runkler, Anne Laurent, Joseph Orero, Edmond Menya

Gradual pattern extraction is a field in (KDD) Knowledge Discovery in Databases that maps correlations between attributes of a data set as gradual dependencies.

Attribute

Capturing the temporal constraints of gradual patterns

1 code implementation • 28 Jun 2021 • Dickson Odhiambo Owuor

Gradual pattern mining allows for extraction of attribute correlations through gradual rules such as: "the more X, the more Y".

Attribute Time Series Analysis