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DMTL: A Generic Data Mining Template Library

Overview FPM (Frequent Pattern Mining) is a data mining paradigm to extract informative patterns from massive datasets. Researchers have developed numerous novel algorithms to extract these patterns. Unfortunately, the focus primarily has been on a small set of popular patterns (itemsets, sequences, trees and graphs) and no framework for integrating the FPM process has been attempted. This paper introduces DMTL, a generic pattern mining library which fuses theoretical concepts from formal concept analysis and generic programming. It provides a framework that allows mining a large spectrum of patterns. The paper expresses each pattern in terms of its relational properties. Describing patterns based on their properties results in a pattern concept hierarchy.

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Publisher: Rensselaer Polytechnic Institute
File Format: PDF
Date Published: Sep 19, 2008
Format: White Papers
Topics: Data Visualization, Data Mining - Analysis

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