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- W3193700670 abstract "Abstract We present a Bayesian nonparametric Poisson factorization model for modeling dense network data with an unknown and potentially growing number of overlapping communities. The construction is based on completely random measures and allows the number of communities to either increase with the number of nodes at a specified logarithmic or polynomial rate, or be bounded. We develop asymptotics for the number and size of the communities of the network and derive a Markov chain Monte Carlo algorithm for targeting the exact posterior distribution for this model. The usefulness of the approach is illustrated on various real networks." @default.
- W3193700670 created "2021-08-30" @default.
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- W3193700670 date "2021-08-24" @default.
- W3193700670 modified "2023-09-27" @default.
- W3193700670 title "Nonnegative Bayesian nonparametric factor models with completely random measures" @default.
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- W3193700670 doi "https://doi.org/10.1007/s11222-021-10037-3" @default.
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