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- W2116727473 abstract "AbstractWe introduce an algorithm for mining expressive temporal relationships from complex data. Our algorithm, AprioriSetsAndSequences (ASAS), extends the Apriori algorithm to data sets in which a single data instance may consist of a combination of attribute values that are nominal sequences, time series, sets, and traditional relational values. Data sets of this type occur naturally in many domains including health care, financial analysis, complex system diagnostics, and domains in which multi-sensors are used. AprioriSetsAndSequences identifies predefined events of interest in the sequential data attributes. It then mines for association rules that make explicit all frequent temporal relationships among the occurrences of those events and relationships of those events and other data attributes. Our algorithm inherently handles different levels of time granularity in the same data set. We have implemented AprioriSetsAndSequences within the Weka environment [1] and have applied it to computer performance, stock market, and clinical sleep disorder data. We show that AprioriSetsAndSequences produces rules that express significant temporal relationships that describe patterns of behavior observed in the data set.KeywordsAssociation RuleMining AlgorithmAssociation Rule MiningApriori AlgorithmEvent ItemThese keywords were added by machine and not by the authors. This process is experimental and the keywords may be updated as the learning algorithm improves." @default.
- W2116727473 created "2016-06-24" @default.
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- W2116727473 date "2005-01-01" @default.
- W2116727473 modified "2023-09-26" @default.
- W2116727473 title "Mining Expressive Temporal Associations from Complex Data" @default.
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- W2116727473 doi "https://doi.org/10.1007/11510888_38" @default.
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