Data Mining Algorithms « DataBase and Data Mining Group

Data Mining Algorithms

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Generalized association rule mining with constraints

Tutor

Luca Cagliero, Tania Cerquitelli (email: name dot surname at polito dot it)

Description

Generalized association rule mining: extension of the traditional association rule mining problem in the presence of taxonomies (aggregation hierarchies) built over data items
- Discovery of correlations among data at different abstraction levels
- High number of mined rules -> high computational complexity
Constraints restrict the extracted rules to a subset of interest to ease domain expert analysis

Applications:

Study and implementation of novel generalized association rule mining algorithms with constraints
Design of applications, based on generalized rule mining with constraints, to support knowledge discovery data coming different application contexts (e.g., network traffic data, mobile data, social network data)