Comparing supervised and unsupervised category learning.

@article{Love2002ComparingSA,
  title={Comparing supervised and unsupervised category learning.},
  author={Bradley C. Love},
  journal={Psychonomic bulletin & review},
  year={2002},
  volume={9 4},
  pages={829-35}
}
Two unsupervised learning modes (incidental and intentional unsupervised learning) and their relation to supervised classification learning are examined. The approach allows for direct comparisons of unsupervised learning data with the Shepard, Hovland, and Jenkins (1961) seminal studies in supervised classification learning. Unlike supervised classification learning, unsupervised learning (especially under incidental conditions) favors linear category structures over compact nonlinear category… CONTINUE READING
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Category representations and the effects of interacting with instances

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