Subsemble: A Flexible Subset Ensemble Prediction Method
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Subsemble: A Flexible Subset Ensemble Prediction Method
منابع مشابه
Subsemble: an ensemble method for combining subset-specific algorithm fits.
Ensemble methods using the same underlying algorithm trained on different subsets of observations have recently received increased attention as practical prediction tools for massive datasets. We propose Subsemble: a general subset ensemble prediction method, which can be used for small, moderate, or large datasets. Subsemble partitions the full dataset into subsets of observations, fits a spec...
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Most of the recent studies have tried to create diversity in primary results and then applied a consensus function over all the obtained results to combine the weak partitions. In this paper a clustering ensemble method is proposed which is based on a subset of primary clusters. The main idea behind this method is using more stable clusters in the ensemble. The stability is applied as a goodnes...
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تاریخ انتشار 2014