Modeling similarity and psychological space

BD Roads, BC Love - Annual Review of Psychology, 2024 - annualreviews.org
Similarity and categorization are fundamental processes in human cognition that help
complex organisms make sense of the cacophony of information in their environment. These …

SUSTAIN: a network model of category learning.

BC Love, DL Medin, TM Gureckis - Psychological review, 2004 - psycnet.apa.org
Abstract SUSTAIN (Supervised and Unsupervised STratified Adaptive Incremental Network)
is a model of how humans learn categories from examples. SUSTAIN initially assumes a …

Generalization, similarity, and Bayesian inference

JB Tenenbaum, TL Griffiths - Behavioral and brain sciences, 2001 - cambridge.org
Shepard has argued that a universal law should govern generalization across different
domains of perception and cognition, as well as across organisms from different species or …

Models in search of a brain

BC Love, TM Gureckis - Cognitive, Affective, & Behavioral Neuroscience, 2007 - Springer
Mental localization efforts tend to stress the where more than the what. We argue that the
proper targets for localization are well-specified cognitive models. We make this case by …

Comparing supervised and unsupervised category learning

BC Love - Psychonomic bulletin & review, 2002 - Springer
Two unsupervised learning modes (incidental and intentional unsupervised learning) and
their relation to supervised classification learning are examined. The approach allows for …

Category learning in rhesus monkeys: a study of the Shepard, Hovland, and Jenkins (1961) tasks.

JD Smith, JP Minda, DA Washburn - Journal of Experimental …, 2004 - psycnet.apa.org
In influential research, RN Shepard, CI Hovland, and HM Jenkins (1961) surveyed humans'
categorization abilities using tasks based in rules, exclusive-or (XOR) relations, and …

A neural network account of memory replay and knowledge consolidation

DN Barry, BC Love - Cerebral Cortex, 2023 - academic.oup.com
Replay can consolidate memories through offline neural reactivation related to past
experiences. Category knowledge is learned across multiple experiences, and its …

The GIST of concepts

R Vigo - Cognition, 2013 - Elsevier
A unified general theory of human concept learning based on the idea that humans detect
invariance patterns in categorical stimuli as a necessary precursor to concept formation is …

Perceived similarity ratings predict generalization success after traditional category learning and a new paired-associate learning task

SR Ashby, CR Bowman, D Zeithamova - Psychonomic Bulletin & Review, 2020 - Springer
The current study investigated category learning across two experiments using face-blend
stimuli that formed face families controlled for within-and between-category similarity …

A note on the complexity of Boolean concepts

R Vigo - Journal of Mathematical Psychology, 2006 - Elsevier
What is the relationship between the degree of learning difficulty of a Boolean concept (ie, a
category defined by logical rules expressed in terms of Boolean operators) and the …