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A comparison of approaches for imbalanced classification problems in the context of retrieving relevant documents for an analysis

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One of the first steps in many text-based social science studies is to retrieve documents that are relevant for an analysis from large corpora of otherwise irrelevant documents. The conventional approach in social science to address this retrieval task is to a... ...