Articles with "nonparametric clustering" as a keyword



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Scalable Bayesian Nonparametric Clustering and Classification

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Published in 2020 at "Journal of Computational and Graphical Statistics"

DOI: 10.1080/10618600.2019.1624366

Abstract: Abstract We develop a scalable multistep Monte Carlo algorithm for inference under a large class of nonparametric Bayesian models for clustering and classification. Each step is “embarrassingly parallel” and can be implemented using the same… read more here.

Keywords: bayesian nonparametric; nonparametric clustering; scalable bayesian; clustering classification ... See more keywords
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Online Estimation of Radar Emitter Cardinality via Bayesian Nonparametric Clustering

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Published in 2021 at "IEEE Transactions on Aerospace and Electronic Systems"

DOI: 10.1109/taes.2021.3103582

Abstract: We present an online method to estimate the number of radar emitters from sequential batches of detected pulses. To do this, we employ a recently developed Bayesian nonparametric clustering method that automatically infers the number… read more here.

Keywords: cardinality; radar; nonparametric clustering; number ... See more keywords