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stat.CO2023
Generative Filtering for Recursive Bayesian Inference with Streaming Data
Ian Taylor, Andee Kaplan, Brenda Betancourt
In the streaming data setting, where data arrive continuously or in frequent batches and there is no pre-determined amount of total data, Bayesian models can employ recursive updat…
stat.CO2023
Fast Bayesian Record Linkage for Streaming Data Contexts
Ian Taylor, Andee Kaplan, Brenda Betancourt
Record linkage is the task of combining records from multiple files which refer to overlapping sets of entities when there is no unique identifying field. In streaming record linka…
stat.CO2018
Simulating Markov random fields with a conclique-based Gibbs sampler
Andee Kaplan, Mark S. Kaiser, Soumendra N. Lahiri +1
For spatial and network data, we consider models formed from a Markov random field (MRF) structure and the specification of a conditional distribution for each observation. Fast si…