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Probing the Effect of Selection Bias on Generalization: A Thought Experiment

2021-12-09

Abstract excerpt

<title>Abstract</title> <p>Learned systems in the domain of visual recognition and cognition impress in part because even though they are trained with datasets many orders of magnitude smaller than the full population of possible images, they exhibit sufficient generalization to be applicable to new and previously unseen data. Since training data sets typically represent such a small sampling of any domain, the p...

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Literature Corpus work
27bd5ff0-a2a8-5c83-a9db-719afe4b0d0a
DOI
10.21203/rs.3.rs-1117982/v1
Open publication

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Probing the Effect of Selection Bias on Generalization: A Thought ExperimentDOI 10.21203/rs.3.rs-1117982/v1
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