Scalable Bayesian Nonparametric Clustering and Classification
Sign Up to like & getrecommendations! 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
Streaming Data Analysis: Clustering or Classification?
Sign Up to like & getrecommendations! Published in 2021 at "IEEE Transactions on Systems, Man, and Cybernetics: Systems"
DOI: 10.1109/tsmc.2020.3035957
Abstract: This article is a position paper about models and algorithms that are generally called “stream clustering.” Semantics and methods used in this field are often co-opted from static clustering, but they do not serve well… read more here.
Keywords: streaming data; clustering classification; analysis clustering; analysis ... See more keywords