Granular support vector machine with random granularity
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United States of America Patent
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Apr 17, 2012
Grant Date -
Jul 30, 2009
app pub date -
Jan 25, 2008
filing date -
Jan 25, 2008
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Abstract
Methods and systems for granular support vector machines. Granular support vector machines can randomly select samples of datapoints and project the samples of datapoints into a randomly selected subspaces to derive granules. A support vector machine can then be used to identify hyperplane classifiers respectively associated with the granules. The hyperplane classifiers can be used on an unknown datapoint to provide a plurality of predictions which can be aggregated to provide a final prediction associated with the datapoint.
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