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Titlebook: Advances in Knowledge Discovery and Data Mining, Part I; 16th Pacific-Asia Co Pang-Ning Tan,Sanjay Chawla,James Bailey Conference proceedin

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Conference proceedings 2012robabilistic modeling in the first volume and on pattern mining: networks, graphs, time-series and outlier detection, and data manipulation: pre-processing and dimension reduction in the second volume.
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Crimean – Congo Hemorrhagic Feverfor training and classification. These enhancements have enabled the evaluation and comparison of A3DE’s effectiveness. The results provide further support for the hypothesis that as the number of training examples increases, decreasing error will be attained by members of the A.DE family with increasing levels of ..
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Epsilon Toxin – Clostridia Perfringens, as espoused by classical ensemble learning theory. Our algorithm is evaluated and compared to the original PA algorithm on three datasets. The experimental results show that it consistently outperforms the PA algorithm on individual views and concatenated view by up to 3%.
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Crimean – Congo Hemorrhagic Fevernever been introduced into EM approaches before. The results of our algorithm : Neighborhood Random Classification are very promising as they are equal to the best EM approaches such as Random Forest or those based on SVMs. In this exploratory and experimental work, we provide the methodological approach and many comparative results.
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