Learning new categories for natural objects

W Zou, S Bhatia - Proceedings of the Annual Meeting of the …, 2021 - escholarship.org
People learn new categories on a daily basis, and the study of category learning is a major
topic of research in cognitive science. However, most prior work has focused on how people …

[PDF][PDF] Effects of generative and discriminative learning on use of category variability

A Hsu, T Griffiths - Proceedings of the Annual Meeting of the …, 2010 - escholarship.org
Abstract Models of category learning can take two different approaches to representing the
relationship between objects and categories. The generative approach solves the …

The construction of perceptual and semantic features during category learning

RL Goldstone, BJ Rogosky, R Pevtzow… - Handbook of categorization …, 2017 - Elsevier
Category learning not only depends upon perceptual and semantic representations; it also
leads to the generation of these representations. We describe two series of experiments that …

Learning categories by making predictions: An investigation of indirect category learning

JP Minda, BH Ross - Memory & cognition, 2004 - Springer
Categories are learned in many ways, but studies of category learning have generally
focused on classification learning. This focus may limit the understanding of categorization …

[PDF][PDF] Models of Human Category Learning: Do they Generalize?

N Conaway, K Kurtz - Proceedings of the Annual Meeting of the …, 2013 - escholarship.org
Generalization to new examples is an essential aspect of categorization. However, recent
category learning research has not focused on how people generalize their category …

Perceptual and semantic reorganization during category learning

RL GOLDSTONE, BJ ROGOSKY, R PEVTZOW… - … of categorization in …, 2005 - Elsevier
Category learning not only depends upon perceptual and semantic representations; it also
leads to the generation of these representations. We describe two series of experiments that …

Category learning

JK Kruschke - The handbook of cognition, 2005 - torrossa.com
JOHN K. KRUSCHKE dozens of exposures. It could also be disastrous if the learning about
poisonous mushrooms erased still-valid knowledge about edible mushrooms (French, 1999; …

Food for thought: Cross-classification and category organization in a complex real-world domain

BH Ross, GL Murphy - Cognitive psychology, 1999 - Elsevier
Seven studies examined how people represent, access, and make inferences about a rich
real-world category domain, foods. The representation of the category was assessed by …

[PDF][PDF] Learning to learn categories

A Perfors, J Tenenbaum - Proceedings of the Annual Meeting of …, 2009 - escholarship.org
Learning to categorize objects in the world is more than just learning the specific facts that
characterize individual categories. We can also learn more abstract knowledge about how …

Rethinking the input: Skewed distributions of exemplars result in broad generalization in category learning

P Carvalho, C Chen, C Yu - 2019 - osf.io
What we learn about the world is affected by the input we receive. Many extant category
learning studies use uniform distributions as input in which each exemplar in a category is …