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Relational data modeling

Relational data modeling

Publications

Exchangeable trait allocations

Electronic Journal of Statistics, 2018

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Edge-exchangeable graphs and sparsity

Advances in Neural Information Processing Systems (NeurIPS), 2016
ISBA@NeurIPS Award at NeurIPS Workshop on Bayesian Nonparametrics

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Paintboxes and probability functions for edge-exchangeable graphs

NeurIPS Workshop on Adaptive and Scalable Nonparametric Methods in Machine Learning, 2016
Oral presentation

PDF Poster

Edge-exchangeable graphs and sparsity

NeurIPS Workshop on Networks in the Social and Information Sciences, 2015
Spotlight presentation

Edge-exchangeable graphs, sparsity, and power laws

NeurIPS Workshop on Bayesian Nonparametrics, 2015
ISBA@NeurIPS Award & oral presentation

An iterative step-function estimator for graphons

arXiv e-print 1412.2129, 2014

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Diana Cai
Center for Computational Mathematics

I am broadly interested in machine learning and statistics, and in particular, developing robust and reliable methods for modeling and inference.