Villani, Mattias

1. Hamiltonian Monte Carlo with Energy Conserving Subsampling
   2017/08/02 by Dang, Khue-Dung, Quiroz, Matias, Kohn, Robert +2 · 2 citations
   #Computation (stat.CO) #FOS: Computer and information sciences #Machine Learning (stat.ML) #Methodology (stat.ME)
2. The block-Poisson estimator for optimally tuned exact subsampling MCMC
   2016/03/27 by Matias Quiroz, Quiroz, Matias, Minh‐Ngoc Tran +7 · 3 citations
   Computer Science · Mathematics · #Bayesian Methods and Mixture Models #Computation (stat.CO) #FOS: Computer and information sciences #Machine Learning (stat.ML) #Markov Chains and Monte Carlo Methods #Methodology (stat.ME) #Statistical Methods and Inference
3. Scalable MCMC for Large Data Problems using Data Subsampling and the Difference Estimator
   2015/07/10 by Quiroz, Matias, Villani, Mattias, Kohn, Robert · 1 citation
   #Computation (stat.CO) #FOS: Computer and information sciences #Machine Learning (stat.ML) #Methodology (stat.ME)
4. Tree Ensembles with Rule Structured Horseshoe Regularization
   2017/02/16 by Nalenz, Malte, Villani, Mattias · 1 citation
   #FOS: Computer and information sciences #Machine Learning (stat.ML) #Methodology (stat.ME)
5. A Multilayered Block Network Model to Forecast Large Dynamic Transportation Graphs: an Application to US Air Transport
   2019/11/29 by Héctor Rodríguez-Déniz, Rodriguez-Deniz, Hector, Mattias Villani +3 · 1 citation
   Engineering · Social Sciences · #Applications (stat.AP) #FOS: Computer and information sciences #Human Mobility and Location-Based Analysis #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Methodology (stat.ME) #Traffic Prediction and Management Techniques #Transportation Planning and Optimization
6. Spatial 3D Matérn priors for fast whole-brain fMRI analysis
   2019/06/25 by Sidén, Per, Lindgren, Finn, Bolin, David +2 · 1 citation
   #Applications (stat.AP) #Computation (stat.CO) #FOS: Computer and information sciences #Methodology (stat.ME)
7. Sparse Partially Collapsed MCMC for Parallel Inference in Topic Models
   2015/06/11 by Måns Magnusson, Leif Jönsson, Magnusson, Måns +5 · 1 citation
   Computer Science · Social Sciences · #Topic Modeling #Bayesian Methods and Mixture Models #Computational and Text Analysis Methods
8. Subsampling MCMC - An introduction for the survey statistician
   2018/07/23 by Matias Quiroz, Mattias Villani, Quiroz, Matias +7 · 1 citation
   Mathematics · Computer Science · #Statistical Methods and Bayesian Inference #Bayesian Methods and Mixture Models #Statistical Methods and Inference
9. Spectral Subsampling MCMC for Stationary Time Series
   2019/10/30 by Robert Salomone, Matias Quiroz, Salomone, Robert +7 · 1 citation
   Computer Science · Mathematics · #Bayesian Methods and Mixture Models #Computation (stat.CO) #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Markov Chains and Monte Carlo Methods #Methodology (stat.ME)