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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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An Aggressive Margin-Based Algorithm for Incremental Learning978-0-230-62729-1
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Building Decision Trees for the Multi-class Imbalance Problem978-0-333-99274-6
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https://doi.org/10.1007/978-1-84628-787-9g the number of oracle queries (by 74% to 90%) in building accurate hierarchical classification systems. As far as we know, this is the first work that studies active learning in hierarchical text classification with promising results.
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Epsilon Toxin – Clostridia Perfringensexists a connection between these parameters and the characteristics of the underlying dataset, hinting at how the inherent properties of a dataset affect learning. The framework is applicable to concept drift scenaria, including modeling user behavior over time, and mining of noisy data series, as
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