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4269-testing-a-bayesian-measure-of-representativeness-using-a-large-image-database.pdf

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We show that this measure is formally related to a machine learning method known as Bayesian Sets. Building on this connection, we derive an analytic expression for the representativeness of objects described by a sparse vector of binary features. We then apply this measure to a large database of images, using it to determine which images are the most representative members of different sets. Comparing the resulting predictions to human judgments of representativeness provides a test of this measure with naturalistic stimuli, and illustrates how databases that are more commonly used in computer vision and machine learning can be used to evaluate psychological theories Read more↗

Size857.35KB
Content typeapplication/pdf
Updated4 years ago
Checked1 week ago
Hostpapers.nips.cc
Keywordstesting bayesian measure of representativeness using large image database pdf
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