Titlebook: New Frontiers in Applied Data Mining; PAKDD 2009 Internati Thanaruk Theeramunkong,Cholwich Nattee,Graham Will Conference proceedings 2010 S

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Feature Selection for Brain-Computer Interfaces,proved accuracy when used with suitable classification algorithms. The top three feature selectors in terms of classification accuracy were correlation-based feature selection, information gain and 1R ranking, with correlation based feature selection choosing the smallest number of features.

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Missing Phrase Recovering by Combining Forward and Backward Phrase Translation Tables, applied to both tables. We assessed our method on different combining weights by counting the missing phrases and calculating the BLEU scores and NIST scores. Approximately 7% of missing phrases are recovered and 1.3% of BLEU score is increased.

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Adaptive Methods for Classification in Arbitrarily Imbalanced and Drifting Data Streams,w distance measure for detecting distributional drift and examine its utility in weighting ensemble base classifiers. We employ a sequential validation framework, which we believe is the most meaningful option in the context of streaming imbalanced data.

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Chivalrous

recession

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