Mattias Villani

Economics and Econometrics · 2005–2012

A researcher in the Science corpus: 9 papers; trusts 46 researchers and is trusted by 36 researchers here, as inferred from the citation graph.

Subfields

• Economics and Econometrics — 69 citations into it; #5,642 of 23,481 by trust here, #5,522 by citations
• Statistics and Probability — 32 citations into it; #2,176 of 12,932 by trust here, #4,253 by citations
• Artificial Intelligence — 28 citations into it; #6,876 of 35,345 by trust here, #17,412 by citations
• Finance — 18 citations into it
• Probabilistic & Bayesian Methods — 11 citations into it
• Evaluation & Benchmarks — 5 citations into it

Whom Mattias Villani trusts overall

Their strongest outbound trust, strongest first, inferred from their citations.

1. Hirotugu Akaike
2. Frank Schorfheide
3. Frank Smets
4. Sylvia Frühwirth-Schnatter
5. H. V. Dijk
6. Marco del Negro
7. Rodney W. Strachan
8. A. James
9. Michael I. Jordan
10. Matthew Stephens

Who trusts Mattias Villani overall

1. Hedibert Freitas Lopes
2. James D. Hamilton
3. Lennart F. Hoogerheide
4. Nicholas G. Polson
5. Helmut Lütkepohl
6. Daniel F. Waggoner
7. Gary Koop
8. Todd E. Clark
9. F. Kleibergen
10. Linda S. L. Tan

Papers from Mattias Villani's perspective

Ordered by how strongly the researchers Mattias Villani trusts endorse each paper. Same corpus, a different order for every researcher.

1. An Introduction to Variational Methods for Graphical Models
2. Pattern Recognition and Machine Learning
3. Adaptive Mixtures of Local Experts
4. A Stochastic Approximation Method
5. Bayesian Density Estimation and Inference Using Mixtures
6. ImageNet classification with deep convolutional neural networks
7. Bayesian Methods for Mixtures of Experts
8. Deep Residual Learning for Image Recognition (Computer Vision and Pattern Recognition)
9. Gradient-based learning applied to document recognition
10. Welfare and Macroeconomic Interdependence

Their papers

• Regression Density Estimation With Variational Methods and Stochastic Approximation (2012) — 60 citations
• Bayesian Estimation of an Open Economy DSGE Model with Incomplete Pass-Through (2007) — 967 citations
• Forecasting Performance of an Open Economy DSGE Model (2007) — 155 citations
• BAYESIAN REFERENCE ANALYSIS OF COINTEGRATION (2005) — 67 citations
• Modern Forecasting Models in Action: Improving Macroeconomic Analyses at Central Banks (2012) — 181 citations
• Flexible modeling of conditional distributions using smooth mixtures of asymmetric student t densities (2010) — 188 citations
• Bayesian Inference of General Linear Restrictions on the Cointegration Space (2007) — 56 citations
• Appendix to: Evaluating An Estimated New Keynesian Small Open Economy Model (2006) — 365 citations
• Forecasting Performance of an Open Economy Dynamic Stochastic General Equilibrium Model (2005) — 125 citations