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In probability theory, the Chinese restaurant process is a discrete-time stochastic process, analogous to seating customers at tables in a restaurant. Imagine a restaurant with an infinite number of circular tables, each with infinite capacity. Customer 1 sits at the first table. The next customer either sits at … See more
We present the nested Chinese restaurant process (nCRP), a stochastic process which assigns probability distributions to infinitely-deep, infinitely-branching trees. We show …
We take a Bayesian approach, generating an appropriate prior via a distribution on partitions that we refer to as the nested Chinese restaurant process. This nonparametric …
We present the nested Chinese restaurant process (nCRP), a stochastic process that assigns probability distributions to ensembles of inÞnitely deep, inÞnitely branching trees. We show …
We present the nested Chinese restaurant process (nCRP), a stochastic process that assigns probability distributions to ensembles of infinitely deep, infinitely branching trees. …
to as the nested Chinese restaurant process. This nonparametric prior al-lows arbitrarily large branching factors and readily accommodates grow-ing data collections. We build a …
The nested Chinese restaurant process (nCRP) is a distribution over hierarchical partitions [1]. It generalizes the Chinese restaurant process (CRP), which is a distribution over partitions. The …
We present the nested Chinese restaurant process (nCRP), a stochastic process which assigns probability distributions to in nitely-deep, in nitely-branching trees. We show how this …
The nHDP is a generalization of the nested Chinese restaurant process (nCRP) that allows each word to follow its own path to a topic node according to a document-specific …
The nHDP generalizes the nested Chinese restaurant process (nCRP) to allow each word to follow its own path to a topic node according to a per-document distribution over the paths on a …
We introduce the nested Chinese Restaurant Franchise Process as a means to obtain both hierarchical tree-structured representations for objects, akin to (but more general than) the …
nested Chinese Restaurant Franchise Process to obtain both hierarchical tree-structured representations for objects, akin to (but more general than) the nested Chinese Restaurant …
We address the problem of learning topic hierarchies from data. The model selection problem in this domain is daunting—which of the large collection of possible trees to …
We present the nested Chinese restaurant process (nCRP), a stochastic process which assigns probability distributions to infinitelydeep, infinitely-branching trees. We show how this …
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