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Time-Series Classification with COTE: The Collective of Transformation-Based Ensembles

Time-Series Classification with COTE: The Collective of Transformation-Based Ensembles

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Time-Series Classification with COTE: The Collective of Transformation-Based Ensembles

Recently, two ideas have been explored that lead to more accurate algorithms for time-series classification (TSC). First, it has been shown that the simplest way to gain improvement on TSC problems is to transform into an alternative data space where discriminatory features are more easily detected. Second, it was demonstrated that with a single data representation, improved accuracy can be achieved through simple ensemble schemes. We combine these two principles to test the hypothesis that forming a collective of ensembles of classi?ers on different data transformations improves the accuracy of time-series classi?cation. The collective contains classi?ers constructed in the time, frequency, change, and shapelet transformation domains. For the time domain we use a set of elastic distance measures. For the other domains we use a range of standard classi?ers. Through extensive experimentation on 72 datasets, including all of the 46 UCR datasets, we demonstrate that the simple collective formed by including all classi?ers in one ensemble is signi?cantly more accurate than any of its components and any other previously published TSC algorithm. We investigate alternative hierarchical collective structures and demonstrate the utility of the approach on a new problem involving classifying Caenorhabditis elegans mutant types


 


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  • Model: PROJ5016
  • 999 Units in Stock
  • Manufactured by: ClickMyProjects

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This product was added to our catalog on Monday 05 September, 2016.

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