## Structure Discovery

- C. Kemp, J. B. Tenenbaum:

The discovery of structural form (pdf) (bibtex)

*Proceedings of the National Academy of Sciences*

#cognitive development, #structure discovery, #unsupervised learning

@article{C.Kemp:2008:eeacc,

author = {C. Kemp and J. B. Tenenbaum},

journal = {Proceedings of the National Academy of Sciences},

title = {The discovery of structural form},

year = {2008},

keywords = {cognitive development, structure discovery, unsupervised learning},

doi = {},

url = {http://www.psy.cmu.edu/~ckemp/papers/kempt08.pdf}

}

- B. M. Lake, J. B. Tenenbaum:

Discovering structure by learning sparse graphs (pdf) (bibtex)

*Proceedings of the 32nd Cognitive Science Conference*

#structure discovery, #semantic cognition, #unsupervised learning

@article{B.M.Lake:2010:9f55c,

author = {B. M. Lake and J. B. Tenenbaum},

journal = {Proceedings of the 32nd Cognitive Science Conference},

title = {Discovering structure by learning sparse graphs},

year = {2010},

keywords = {structure discovery, semantic cognition, unsupervised learning},

doi = {},

url = {http://web.mit.edu/brenden/www/LakeTenenbaum09CogSci.pdf}

}

- R. B. Grosse, R. Salakhutdinov, W. T. Freeman, J. B. Tenenbaum:

Exploiting compositionality to explore a large space of model structures (pdf) (bibtex)

*Proceedings of the 28th Conference on Uncertainty in AI (UAI)*

#structure discovery, #unsupervised learning, #bayesian model

@article{R.B.Grosse:2012:f3693,

author = {R. B. Grosse and R. Salakhutdinov and W. T. Freeman and J. B. Tenenbaum},

journal = {Proceedings of the 28th Conference on Uncertainty in AI (UAI)},

title = {Exploiting compositionality to explore a large space of model structures},

year = {2012},

keywords = {structure discovery, unsupervised learning, bayesian model},

doi = {},

url = {http://people.csail.mit.edu/rgrosse/uai2012-matrix.pdf}

}

- D. Duvenaud, J. R. Lloyd, R. B. Grosse, J. B. Tenenbaum, Z. Ghahramani:

Structure discovery in nonparametric regression through compositional kernel search (pdf) (bibtex)

*International Conference on Machine Learning*

#structure discovery, #unsupervised learning, #bayesian model

@article{D.Duvenaud:2013:29ae2,

author = {D. Duvenaud and J. R. Lloyd and R. B. Grosse and J. B. Tenenbaum and Z. Ghahramani},

journal = {International Conference on Machine Learning},

title = {Structure discovery in nonparametric regression through compositional kernel search},

year = {2013},

keywords = {structure discovery, unsupervised learning, bayesian model},

doi = {},

url = {http://people.csail.mit.edu/rgrosse/icml2013-gp.pdf}

}

add/edit publications