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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 in the Bernoulli ( by the International Statistical Institute/Bernoulli Society (

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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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