Computational-Content-Analysis-2018 / 19-Jan-1-General-purpose-computer-assisted-clustering-and-conceptualization

Grimmer, Justin and Gary King. 2011. “General purpose computer-assisted clustering and conceptualization.”PNAS (Feb. 3).
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The Generalization Problem in Unsupervised Learning #10

Open khan1792 opened 6 years ago

khan1792 commented 6 years ago

Because of the extremely low interpretability of unsupervised learning, the most difficulty task is to make sure if the "good" results in some datasets can generalize to other datasets even if we can test it at a high cost in rare situations. It seems that this paper cannot solve this fundamental problem and thus there are still too much uncertainty and risk when we choose method based on the result that looks good.