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Keyword

Bayesian mixture models

Description: Probabilistic models that represent data as arising from multiple latent component distributions, with Bayesian inference estimating component structure and uncertainty.
OpenAlex ID: keywords/bayesian-mixture-models
Strelka: accurate somatic small-variant calling from sequenced tumor–normal sample pairs
2012 · Christopher T. Saunders, Wendy S. W. Wong, et al. · Bioinformatics · 1,638
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A Bayesian Mixture Model for Across-Site Heterogeneities in the Amino-Acid Replacement Process
2004 · Nicolas Lartillot, Hervé Philippe · Molecular Biology and Evolution · 1,509
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The Infinite Gaussian Mixture Model
1999 · Carl Edward Rasmussen · 1,061
Estimation of Finite Mixture Distributions Through Bayesian Sampling
1994 · Jean Diebolt, Christian P. Robert · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 912
Enhanced Bayesian modelling in BAPS software for learning genetic structures of populations
2008 · Jukka Corander, Pekka Marttinen, et al. · BMC Bioinformatics · 877
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Markov Chain Monte Carlo Methods and the Label Switching Problem in Bayesian Mixture Modeling
2005 · A. Jasra, C. C. Holmes, et al. · Statistical Science · 671
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Bayesian identification of admixture events using multilocus molecular markers
2006 · JUKKA CORANDER, PEKKA MARTTINEN · Molecular Ecology · 653
A Split-Merge Markov chain Monte Carlo Procedure for the Dirichlet Process Mixture Model
2004 · Sonia Jain, Radford M Neal · Journal of Computational and Graphical Statistics · 451
Phylogenomics and a posteriori data partitioning resolve the Cretaceous angiosperm radiation Malpighiales
2012 · Zhenxiang Xi, Brad R. Ruhfel, et al. · Proceedings of the National Academy of Sciences · 411
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Simultaneous Discovery, Estimation and Prediction Analysis of Complex Traits Using a Bayesian Mixture Model
2015 · Gerhard Moser, Sang Hong Lee, et al. · PLoS Genetics · 396
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Variational Inference for Bayesian Mixtures of Factor Analysers
1999 · Zoubin Ghahramani, Matthew J. Beal · 376
Exploiting biological priors and sequence variants enhances QTL discovery and genomic prediction of complex traits
2016 · I. M. MacLeod, P. J. Bowman, et al. · BMC Genomics · 328
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Model-Based Clustering for Expression Data via a Dirichlet Process Mixture Model
2006 · David B. Dahl · Cambridge University Press eBooks · 286
The Pleasures and Perils of Darwinizing Culture (with Phylogenies)
2007 · Russell D. Gray, Simon J. Greenhill, et al. · Biological Theory · 272
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Bayesian mixture model based clustering of replicated microarray data
2004 · M. Medvedovic, K.Y. Yeung, et al. · Bioinformatics · 212
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Real-Parameter Evolutionary Monte Carlo With Applications to Bayesian Mixture Models
2001 · Faming Liang, Wing Hung Wong · Journal of the American Statistical Association · 206
Frequentist Consistency of Variational Bayes
2018 · Yixin Wang, David M. Blei · Journal of the American Statistical Association · 179
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Understanding GPU Programming for Statistical Computation: Studies in Massively Parallel Massive Mixtures
2010 · Marc A. Suchard, Quanli Wang, et al. · Journal of Computational and Graphical Statistics · 179
Diverse epigenetic strategies interact to control epidermal differentiation
2012 · Klaas W. Mulder, Xin Wang, et al. · Nature Cell Biology · 145
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Bayesian Mixture Modeling
1992 · Radford M. Neal · Springer eBooks · 143
Comparison of genomic predictions using medium-density (∼54,000) and high-density (∼777,000) single nucleotide polymorphism marker panels in Nordic Holstein and Red Dairy Cattle populations
2012 · G. Su, R.F. Brøndum, et al. · Journal of Dairy Science · 142
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Stable Isotope Tracking of Endangered Sea Turtles: Validation with Satellite Telemetry and δ15N Analysis of Amino Acids
2012 · Jeffrey A. Seminoff, Scott R. Benson, et al. · PLoS ONE · 142
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Bayesian modeling of animal- and herd-level prevalences
2004 · A.J. Branscum, I.A. Gardner, et al. · Preventive Veterinary Medicine · 140
PTMProphet: Fast and Accurate Mass Modification Localization for the Trans-Proteomic Pipeline
2019 · David D. Shteynberg, Eric W. Deutsch, et al. · Journal of Proteome Research · 138
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Genome-wide fine-mapping identifies pleiotropic and functional variants that predict many traits across global cattle populations
2021 · Ruidong Xiang, Iona M. MacLeod, et al. · Nature Communications · 137
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Works count: 920
Citation count: 18,570
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