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Black-box constructions for exchangeable sequences of random multisets


Aug 17, 2019
Creighton Heaukulani, Daniel M. Roy

* 12 pages 

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Scalable Bayesian dynamic covariance modeling with variational Wishart and inverse Wishart processes


Jun 22, 2019
Creighton Heaukulani, Mark van der Wilk


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Variational inference for neural network matrix factorization and its application to stochastic blockmodeling


May 11, 2019
Onno Kampman, Creighton Heaukulani


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Bayesian inference on random simple graphs with power law degree distributions


Jun 18, 2017
Juho Lee, Creighton Heaukulani, Zoubin Ghahramani, Lancelot F. James, Seungjin Choi


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The combinatorial structure of beta negative binomial processes


Jun 23, 2016
Creighton Heaukulani, Daniel M. Roy

* Bernoulli 2016, Vol. 22, No. 4, 2301-2324 
* Published at http://dx.doi.org/10.3150/15-BEJ729 in the Bernoulli (http://isi.cbs.nl/bernoulli/) by the International Statistical Institute/Bernoulli Society (http://isi.cbs.nl/BS/bshome.htm

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Gibbs-type Indian buffet processes


Dec 08, 2015
Creighton Heaukulani, Daniel M. Roy

* 34 pages, 9 figures 

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Beta diffusion trees and hierarchical feature allocations


Apr 03, 2015
Creighton Heaukulani, David A. Knowles, Zoubin Ghahramani

* 43 pages, 13 figures. Major revision to the proof of Thm. 2. Large portions of Chs. 2 & 4 moved into the appendix. Added Fig. 4. Revisions throughout 

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