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Bayesian Methods and Mixture Models

TopicLeading institutions, researchers & key papers

Bayesian Methods and Mixture Models is a topic indexed in ScholarIQ from OpenAlex.

What is known about Bayesian Methods and Mixture Models?

ScholarIQrecord summary

This cluster of papers focuses on the application of mixture models, particularly Gaussian finite mixture models and Dirichlet process mixture models, for model-based clustering, discriminant analysis, density estimation, and unsupervised learning. It explores various inference methods such as Bayesian inference, variational inference, and Markov Chain Monte Carlo for estimating parameters in mixture models. The cluster also delves into the challenges of identifiability, variable selection, and dealing with label switching in the context of mixture models.

How many works does Bayesian Methods and Mixture Models have?

ScholarIQindexed works

Bayesian Methods and Mixture Models has 57,984 works in the ScholarIQ index. The count is the OpenAlex total, not the number of papers listed on this page.

How many citations does Bayesian Methods and Mixture Models have?

ScholarIQcitation count

Bayesian Methods and Mixture Models has 1,069,904 citations in the OpenAlex counts ScholarIQ stores.

What is the OpenAlex record for Bayesian Methods and Mixture Models?

ScholarIQopenalex

The OpenAlex for Bayesian Methods and Mixture Models is on the source record.

Who are the most-cited researchers behind Bayesian Methods and Mixture Models?

ScholarIQtop researchers by citations
1
Yoshua Bengio · Neural Networks and Applications
1,290 works476,190 citations
2
Geoffrey E. Hinton · Neural Networks and Applications
385 works451,920 citations
3
Robert Tibshirani · Statistical Methods and Inference
1,037 works392,382 citations
4
Karl Friston · Neural dynamics and brain function
1,961 works306,828 citations
5
Donald B. Rubin · Statistical Methods and Bayesian Inference
660 works299,342 citations

Where is Bayesian Methods and Mixture Models research published, and who funds it?

ScholarIQvenues & funding sources

TOP JOURNALS

No journal data available yet.

TOP FUNDERS

National Science Foundation—
NIH—
Wellcome Trust—
European Research Council—
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