Publications

    Concept Learning

  • J. B. Tenenbaum, T. L. Griffiths:
    Generalization, similarity, and Bayesian inference (pdf) (bibtex)
    Behavioral and Brain Sciences
    #additive clustering, #categorization, #concept learning, #contrast model, #features, #generalization, #psychological space, #similarity
    @article{J.B.Tenenbaum:2001:3148d,
    author = {J. B. Tenenbaum and T. L. Griffiths},
    journal = {Behavioral and Brain Sciences},
    title = {Generalization, similarity, and Bayesian inference},
    year = {2001},
    keywords = {additive clustering, categorization, concept learning, contrast model, features, generalization, psychological space, similarity},
    doi = {},
    url = {http://web.mit.edu/cocosci/Papers/tenenbaum_griffiths01.pdf}
    }
  • J. B. Tenenbaum:
    Bayesian modeling of human concept learning (pdf) (bibtex)
    Advances in Neural Information Processing Systems 11
    #concept learning
    @article{J.B.Tenenbaum:1999:fcf51,
    author = {J. B. Tenenbaum},
    journal = {Advances in Neural Information Processing Systems 11},
    title = {Bayesian modeling of human concept learning},
    year = {1999},
    keywords = {concept learning},
    doi = {},
    url = {http://web.mit.edu/cocosci/Papers/bayes.pdf}
    }
  • J. B. Tenenbaum:
    A Bayesian Framework for Concept Learning (pdf) (bibtex)
    Ph.D. Thesis, MIT
    #concept learning
    @article{J.B.Tenenbaum:1999:7385c,
    author = {J. B. Tenenbaum},
    journal = {Ph.D. Thesis, MIT},
    title = {A Bayesian Framework for Concept Learning},
    year = {1999},
    keywords = {concept learning},
    doi = {},
    url = {https://dspace.mit.edu/bitstream/1721.1/16714/1/42471842.pdf}
    }
  • S. T. Piantadosi, N. D. Goodman, J. B. Tenenbaum:
    Beyond Boolean Logic: Exploring Representation Languages for Learning Complex Concepts (pdf) (bibtex)
    Proceedings of the 32nd Cognitive Science Conference
    #concept learning, #language
    @article{S.T.Piantadosi:2010:298f2,
    author = {S. T. Piantadosi and N. D. Goodman and J. B. Tenenbaum},
    journal = {Proceedings of the 32nd Cognitive Science Conference},
    title = {Beyond Boolean Logic: Exploring Representation Languages for Learning Complex Concepts},
    year = {2010},
    keywords = {concept learning, language},
    doi = {},
    url = {http://web.mit.edu/piantado/www/papers/PiantadosiTenenbaumGoodman2010-CogsciFINAL.pdf}
    }
  • Brenden M Lake, Ruslan Salakhutdinov, Joshua B Tenenbaum:
    Human-Level Concept Learning Through Probabilistic Program Induction (web) (doi) (bibtex)
    Science
    #concept learning, #program induction, #motor skills, #artificial intelligence, #learning to learn, #bayesian, #one-shot learning
    @article{BrendenMLake:2015:e5493,
    author = {Brenden M Lake and Ruslan Salakhutdinov and Joshua B Tenenbaum},
    journal = {Science},
    title = {Human-Level Concept Learning Through Probabilistic Program Induction},
    year = {2015},
    keywords = {concept learning, program induction, motor skills, artificial intelligence, learning to learn, bayesian, one-shot learning},
    doi = {10.1126/science.aab3050},
    url = {science.sciencemag.org/content/350/6266/1332.short}
    }

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