David Dunson
- Position: Bayesian Deep Learning is Needed in the Age of Large-Scale AI
2024/02/01 by Theodore Papamarkou, Papamarkou, Theodore, Maria Skoularidou +48 · 1 voice · 23 citations
Computer Science · Mathematics · #Anomaly Detection Techniques and Applications #Machine Learning and Data Classification #cs.LG #stat.ML
- How are species interactions structured in species-rich communities? A new method for analysing time-series data
2017/05/24 by Otso Ovaskainen, Gleb Tikhonov, David Dunson +6 · 19 citations
Agricultural and Biological Sciences · Environmental Science · Biochemistry, Genetics and Molecular Biology · #Plant and animal studies #Species Distribution and Climate Change #Evolution and Genetic Dynamics
- Adaptive Bayesian Regression on Data with Low Intrinsic Dimensionality
2024/07/12 by Tao Tang, Nan Wu, Tang, Tao +5 · 2 citations
Computer Science · Mathematics · #Bayesian Methods and Mixture Models #Gaussian Processes and Bayesian Inference #Statistical Methods and Inference
- Gaussian Process Subspace Prediction for Model Reduction
2022/06/01 by Ruda Zhang, Simon Mak, David B. Dunson +1 · 1 citation
Computer Science · Decision Sciences · Physics and Astronomy · #Gaussian Processes and Bayesian Inference #Model Reduction and Neural Networks #Probabilistic and Robust Engineering Design
- Dimension-Grouped Mixed Membership Models for Multivariate Categorical Data
2021/09/24 by Yuqi Gu, Gu, Yuqi, Elena A. Erosheva +5 · 1 citation
Computer Science · Mathematics · #Bayesian Methods and Mixture Models #Bayesian Modeling and Causal Inference #FOS: Computer and information sciences #Methodology (stat.ME) #Statistical Methods and Inference