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I wonder if Financial aspects of data mining/ Sentiment Analysis / "News Analysis" are considered on topic here? For example this paper's material

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If this is a research-level topic or something you actually do in the course of your work, then it could be. If the question is "How can I go about applying machine learning algorithms to stock markets?", or some other broad beginner-ish question, then no.

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