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List of works by David M. Blei

A Bayesian Analysis of Dynamics in Free Recall ⬇️

scientific article published in January 2009

A Bayesian Nonparametric Approach to Image Super-Resolution

scientific article published on February 2015

A Filtering Approach to Stochastic Variational Inference ⬇️

scientific article published in January 2014

A correlated topic model of Science

article

A latent mixed membership model for relational data

article

A probabilistic approach to discovering dynamic full-brain functional connectivity patterns

scientific article published on 12 February 2018

A topographic latent source model for fMRI data

scientific article

Adapting Neural Networks for the Estimation of Treatment Effects ⬇️

Automatic Variational Inference in Stan ⬇️

Causal inference from text: A commentary

scientific article published in 2022

Combining Stochastic Block Models and Mixed Membership for Statistical Network Analysis

Connections between the lines

scientific article published on 30 June 2009

Content-based recommendations with Poisson factorization ⬇️

scientific article published in January 2014

Context Selection for Embedding Models ⬇️

scientific article published in January 2017

Context, learning, and extinction

scientific article published on January 2010

Copula variational inference ⬇️

Correlated Topic Models ⬇️

scientific article published in January 2006

Decomposing spatiotemporal brain patterns into topographic latent sources

scientific article

Decoupling Sparsity and Smoothness in the Discrete Hierarchical Dirichlet Process ⬇️

scientific article published in January 2009

Deep Learning with Hierarchical Convolutional Factor Analysis ⬇️

scientific article published on August 1, 2013

Distance Dependent Infinite Latent Feature Models

scientific article published on February 2015

Efficient Online Inference for Bayesian Nonparametric Relational Models ⬇️

Efficient discovery of overlapping communities in massive networks

scientific article

Estimating Spatial Layout of Rooms using Volumetric Reasoning about Objects and Surfaces ⬇️

Exploiting affinities between topic modeling and the sociological perspective on culture: Application to newspaper coverage of U.S. government arts funding

article

Exponential Family Embeddings ⬇️

scientific article published in January 2016

Hierarchical Implicit Models and Likelihood-Free Variational Inference ⬇️

scientific article published in January 2017

Hierarchical Topic Models and the Nested Chinese Restaurant Process ⬇️

scientific article published in January 2004

How They Vote: Issue-Adjusted Models of Legislative Behavior ⬇️

scientific article published in January 2012

Integrating Topics and Syntax ⬇️

scientific article published in January 2005

Latent Dirichlet Allocation ⬇️

scientific article published in 2003

Measuring discursive influence across scholarship

scientific article

Mixed Membership Stochastic Blockmodels ⬇️

scientific article published on September 1, 2008

Modeling Overlapping Communities with Node Popularities ⬇️

Nested Hierarchical Dirichlet Processes

scientific article published in February 2015

Nonparametric Density Estimation for Stochastic Optimization with an Observable State Variable ⬇️

Online Learning for Latent Dirichlet Allocation ⬇️

article published in 2010

Operator Variational Inference ⬇️

scientific article published in January 2016

Poisson-Randomized Gamma Dynamical Systems ⬇️

Posterior predictive checks to quantify lack-of-fit in admixture models of latent population structure ⬇️

scientific article published on 12 June 2015

Probabilistic Topic Models: A focus on graphical model design and applications to document and image analysis

scientific article published on November 2010

Probabilistic topic models

article

Reading Tea Leaves: How Humans Interpret Topic Models ⬇️

scientific article (publication date: 2009)

Readmission prediction via deep contextual embedding of clinical concepts

scientific article published on 9 April 2018

Relative Performance Guarantees for Approximate Inference in Latent Dirichlet Allocation ⬇️

Risk prediction for chronic kidney disease progression using heterogeneous electronic health record data and time series analysis

scientific article

Scalable Inference of Overlapping Communities ⬇️

scientific article published in January 2012

Scaling probabilistic models of genetic variation to millions of humans

scientific article published on 7 November 2016

Scaling probabilistic models of genetic variation to millions of humans

Science and data science

scientific article published on 07 August 2017

Sharing Clusters among Related Groups: Hierarchical Dirichlet Processes ⬇️

Smoothed Gradients for Stochastic Variational Inference ⬇️

scientific article published in January 2014

Spatial distance dependent Chinese restaurant processes for image segmentation ⬇️

scientific article published in January 2011

Structured Embedding Models for Grouped Data ⬇️

scientific article published in January 2017

Supervised Topic Models ⬇️

Syntactic Topic Models ⬇️

The Generalized Reparameterization Gradient ⬇️

scientific article published in January 2016

The Population Posterior and Bayesian Modeling on Streams ⬇️

Topographic factor analysis: a Bayesian model for inferring brain networks from neural data

scientific article

Truncation-free Online Variational Inference for Bayesian Nonparametric Models ⬇️

scientific article published in January 2012

Using Embeddings to Correct for Unobserved Confounding in Networks ⬇️

Variational Bayes under Model Misspecification ⬇️

Variational Inference for Dirichlet Process Mixtures

scientific article published in 2006

Variational Inference for the Nested Chinese Restaurant Process ⬇️

scientific article published in January 2009

Variational Inference via χ Upper Bound Minimization ⬇️

scientific article published in January 2017

gene signature identification from single-cell RNA-seq with hierarchical Poisson factorization

article

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