Mattias Villani
Personal Details
First Name: | Mattias |
Middle Name: | |
Last Name: | Villani |
Suffix: | |
RePEc Short-ID: | pvi83 |
[This author has chosen not to make the email address public] | |
http://mattiasvillani.com | |
Affiliation
(91%) Statistiska institutionen, Stockholms universitet
https://www.statistics.su.se/Sweden, Stockholm
Research output
Jump to: Working papers ArticlesWorking papers
- Oskar Gustafsson & Mattias Villani & Par Stockhammar, 2020.
"Bayesian Optimization of Hyperparameters from Noisy Marginal Likelihood Estimates,"
Papers
2004.10092, arXiv.org, revised Aug 2022.
- Oskar Gustafsson & Mattias Villani & Pär Stockhammar, 2023. "Bayesian optimization of hyperparameters from noisy marginal likelihood estimates," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 38(4), pages 577-595, June.
- Dang, Khue-Dung & Quiroz, Matias & Kohn, Robert & Tran, Minh-Ngoc & Villani, Mattias, 2019. "Hamiltonian Monte Carlo with Energy Conserving Subsampling," Working Paper Series 372, Sveriges Riksbank (Central Bank of Sweden).
- Kohn, R. & Quiroz, M. & Tran, M.-N. & Villani, M., 2016. "Block-Wise Pseudo-Marginal Metropolis-Hastings," Working Papers 2016-03, University of Sydney Business School, Discipline of Business Analytics.
- Quiroz, Matias & Villani, Mattias & Kohn, Robert, 2015.
"Speeding Up Mcmc By Efficient Data Subsampling,"
Working Paper Series
297, Sveriges Riksbank (Central Bank of Sweden).
- Matias Quiroz & Robert Kohn & Mattias Villani & Minh-Ngoc Tran, 2019. "Speeding Up MCMC by Efficient Data Subsampling," Journal of the American Statistical Association, Taylor & Francis Journals, vol. 114(526), pages 831-843, April.
- Kohn, Robert & Quiroz, Matias & Tran, Minh-Ngoc & Villani, Mattias, 2016. "Speeding up MCMC by Efficient Data Subsampling," Working Papers 2123/16205, University of Sydney Business School, Discipline of Business Analytics.
- Quiroz, Matias & Villani, Mattias & Kohn, Robert, 2015. "Scalable Mcmc For Large Data Problems Using Data Subsampling And The Difference Estimator," Working Paper Series 306, Sveriges Riksbank (Central Bank of Sweden).
- Johan Dahlin & Mattias Villani & Thomas B. Schon, 2015. "Bayesian optimisation for fast approximate inference in state-space models with intractable likelihoods," Papers 1506.06975, arXiv.org, revised Jun 2017.
- Quiroz, Matias & Villani, Mattias, 2013. "Dynamic mixture-of-experts models for longitudinal and discrete-time survival data," Working Paper Series 268, Sveriges Riksbank (Central Bank of Sweden).
- Giordani, Paolo & Jacobson, Tor & von Schedvin , Erik & Villani, Mattias, 2011.
"Taking the Twists into Account: Predicting Firm Bankruptcy Risk with Splines of Financial Ratios,"
Working Paper Series
256, Sveriges Riksbank (Central Bank of Sweden).
- Giordani, Paolo & Jacobson, Tor & Schedvin, Erik von & Villani, Mattias, 2014. "Taking the Twists into Account: Predicting Firm Bankruptcy Risk with Splines of Financial Ratios," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 49(4), pages 1071-1099, August.
- Li, Feng & Villani, Mattias & Kohn, Robert, 2010. "Modeling Conditional Densities Using Finite Smooth Mixtures," Working Paper Series 245, Sveriges Riksbank (Central Bank of Sweden).
- Wegmann , Bertil & Villani, Mattias, 2010.
"Bayesian Inference in Structural Second-Price common Value Auctions,"
Working Paper Series
242, Sveriges Riksbank (Central Bank of Sweden).
- Wegmann, Bertil & Villani, Mattias, 2011. "Bayesian Inference in Structural Second-Price Common Value Auctions," Journal of Business & Economic Statistics, American Statistical Association, vol. 29(3), pages 382-396.
- Bertil Wegmann & Mattias Villani, 2011. "Bayesian Inference in Structural Second-Price Common Value Auctions," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 29(3), pages 382-396, July.
- Li, Feng & Villani, Mattias & Kohn, Robert, 2009. "Flexible Modeling of Conditional Distributions Using Smooth Mixtures of Asymmetric Student T Densities," Working Paper Series 233, Sveriges Riksbank (Central Bank of Sweden).
- Giordani, Paolo & Villani, Mattias, 2009.
"Forecasting Macroeconomic Time Series With Locally Adaptive Signal Extraction,"
Working Paper Series
234, Sveriges Riksbank (Central Bank of Sweden).
- Giordani, Paolo & Villani, Mattias, 2010. "Forecasting macroeconomic time series with locally adaptive signal extraction," International Journal of Forecasting, Elsevier, vol. 26(2), pages 312-325, April.
- Villani, Mattias & Kohn, Robert & Giordani, Paolo, 2007. "Nonparametric Regression Density Estimation Using Smoothly Varying Normal Mixtures," Working Paper Series 211, Sveriges Riksbank (Central Bank of Sweden).
- Linde, Jesper & Adolfson, Malin & LASEEN, PER & Villani, Mattias, 2007.
"Evaluating An Estimated New Keynesian Small Open Economy Model,"
CEPR Discussion Papers
6027, C.E.P.R. Discussion Papers.
- Adolfson, Malin & Laséen, Stefan & Lindé, Jesper & Villani, Mattias, 2008. "Evaluating an estimated new Keynesian small open economy model," Journal of Economic Dynamics and Control, Elsevier, vol. 32(8), pages 2690-2721, August.
- Adolfson, Malin & Laséen, Stefan & Lindé, Jesper & Villani, Mattias, 2007. "Evaluating An Estimated New Keynesian Small Open Economy Model," Working Paper Series 203, Sveriges Riksbank (Central Bank of Sweden).
- Adolfson, Malin & Laséen, Stefan & Lindé, Jesper & Villani, Mattias, 2005.
"Bayesian Estimation of an Open Economy DSGE Model with Incomplete Pass-Through,"
Working Paper Series
179, Sveriges Riksbank (Central Bank of Sweden).
- Adolfson, Malin & Laseen, Stefan & Linde, Jesper & Villani, Mattias, 2007. "Bayesian estimation of an open economy DSGE model with incomplete pass-through," Journal of International Economics, Elsevier, vol. 72(2), pages 481-511, July.
- Villani, Mattias, 2005. "Bayesian Inference of General Linear Restrictions on the Cointegration Space," Working Paper Series 189, Sveriges Riksbank (Central Bank of Sweden).
- Adolfson, Malin & Lindé, Jesper & Villani, Mattias, 2005.
"Forecasting Performance of an Open Economy Dynamic Stochastic General Equilibrium Model,"
Working Paper Series
190, Sveriges Riksbank (Central Bank of Sweden), revised 01 Jun 2006.
- Mattias Villani & Malin Adolfson & Jesper Linde, 2005. "Forecasting Performance of an Open Economy Dynamic Stochastic General Equilibrium Model," Money Macro and Finance (MMF) Research Group Conference 2005 32, Money Macro and Finance Research Group.
- Villani, Mattias, 2005. "Inference in Vector Autoregressive Models with an Informative Prior on the Steady State," Working Paper Series 181, Sveriges Riksbank (Central Bank of Sweden).
- Koop, G. & Strachan, R.W. & van Dijk, H.K. & Villani, M., 2005.
"Bayesian approaches to cointegratrion,"
Econometric Institute Research Papers
EI 2005-13, Erasmus University Rotterdam, Erasmus School of Economics (ESE), Econometric Institute.
- Gary Koop & Rodney Strachan & Herman van Dijk & Mattias Villani, 2004. "Bayesian Approaches to Cointegration," Discussion Papers in Economics 04/27, Division of Economics, School of Business, University of Leicester.
- Adolfson, Malin & Andersson, Michael K. & Lindé, Jesper & Villani, Mattias & Vredin, Anders, 2005.
"Modern Forecasting Models in Action: Improving Macroeconomic Analyses at Central Banks,"
Working Paper Series
188, Sveriges Riksbank (Central Bank of Sweden), revised 01 Jun 2006.
- Malin Adolfson & Michael K. Andersson & Jesper Lindé & Mattias Villani & Anders Vredin, 2007. "Modern Forecasting Models in Action: Improving Macroeconomic Analyses at Central Banks," International Journal of Central Banking, International Journal of Central Banking, vol. 3(4), pages 111-144, December.
- Adolfson, Malin & Laséen, Stefan & Lindé, Jesper & Villani, Mattias, 2005. "Are Constant Interest Rate Forecasts Modest Interventions? Evidence from an Estimated Open Economy DSGE Model of the Euro Area," Working Paper Series 180, Sveriges Riksbank (Central Bank of Sweden).
- Villani, Mattias & Larsson, Rolf, 2004. "The Multivariate Split Normal Distribution and Asymmetric Principal Components Analysis," Working Paper Series 175, Sveriges Riksbank (Central Bank of Sweden).
- Corander, Jukka & Villani, Mattias, 2004.
"A Bayesian Approach to Modelling Graphical Vector Autoregressions,"
Working Paper Series
171, Sveriges Riksbank (Central Bank of Sweden).
- Jukka Corander & Mattias Villani, 2006. "A Bayesian Approach to Modelling Graphical Vector Autoregressions," Journal of Time Series Analysis, Wiley Blackwell, vol. 27(1), pages 141-156, January.
- Warne, Anders & Villani, Mattias, 2003.
"Monetary policy analysis in a small open economy using Bayesian cointegrated structural VARs,"
Working Paper Series
296, European Central Bank.
- Villani, Mattias & Warne, Anders, 2003. "Monetary Policy Analysis in a Small Open Economy using Bayesian Cointegrated Structural VARs," Working Paper Series 156, Sveriges Riksbank (Central Bank of Sweden).
- Villani, Mattias, 2003. "Bayes Estimators of the Cointegration Space," Working Paper Series 150, Sveriges Riksbank (Central Bank of Sweden).
- Salabasis, Mickael & Villani, Mattias, 2000. "Panel Regression with Unobserved Classes," SSE/EFI Working Paper Series in Economics and Finance 353, Stockholm School of Economics.
- Villani, Mattias, 1999.
"Bayesian Prediction with a Cointegrated Vector Autoregression,"
Working Paper Series
97, Sveriges Riksbank (Central Bank of Sweden).
- Villani, Mattias, 2001. "Bayesian prediction with cointegrated vector autoregressions," International Journal of Forecasting, Elsevier, vol. 17(4), pages 585-605.
Articles
- Oskar Gustafsson & Mattias Villani & Pär Stockhammar, 2023.
"Bayesian optimization of hyperparameters from noisy marginal likelihood estimates,"
Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 38(4), pages 577-595, June.
- Oskar Gustafsson & Mattias Villani & Par Stockhammar, 2020. "Bayesian Optimization of Hyperparameters from Noisy Marginal Likelihood Estimates," Papers 2004.10092, arXiv.org, revised Aug 2022.
- Måns Magnusson & Leif Jonsson & Mattias Villani, 2020. "DOLDA: a regularized supervised topic model for high-dimensional multi-class regression," Computational Statistics, Springer, vol. 35(1), pages 175-201, March.
- Matias Quiroz & Robert Kohn & Mattias Villani & Minh-Ngoc Tran, 2019.
"Speeding Up MCMC by Efficient Data Subsampling,"
Journal of the American Statistical Association, Taylor & Francis Journals, vol. 114(526), pages 831-843, April.
- Kohn, Robert & Quiroz, Matias & Tran, Minh-Ngoc & Villani, Mattias, 2016. "Speeding up MCMC by Efficient Data Subsampling," Working Papers 2123/16205, University of Sydney Business School, Discipline of Business Analytics.
- Quiroz, Matias & Villani, Mattias & Kohn, Robert, 2015. "Speeding Up Mcmc By Efficient Data Subsampling," Working Paper Series 297, Sveriges Riksbank (Central Bank of Sweden).
- Matias Quiroz & Mattias Villani & Robert Kohn & Minh-Ngoc Tran & Khue-Dung Dang, 2018. "Subsampling MCMC - an Introduction for the Survey Statistician," Sankhya A: The Indian Journal of Statistics, Springer;Indian Statistical Institute, vol. 80(1), pages 33-69, December.
- Giordani, Paolo & Jacobson, Tor & Schedvin, Erik von & Villani, Mattias, 2014.
"Taking the Twists into Account: Predicting Firm Bankruptcy Risk with Splines of Financial Ratios,"
Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 49(4), pages 1071-1099, August.
- Giordani, Paolo & Jacobson, Tor & von Schedvin , Erik & Villani, Mattias, 2011. "Taking the Twists into Account: Predicting Firm Bankruptcy Risk with Splines of Financial Ratios," Working Paper Series 256, Sveriges Riksbank (Central Bank of Sweden).
- Feng Li & Mattias Villani, 2013. "Efficient Bayesian Multivariate Surface Regression," Scandinavian Journal of Statistics, Danish Society for Theoretical Statistics;Finnish Statistical Society;Norwegian Statistical Association;Swedish Statistical Association, vol. 40(4), pages 706-723, December.
- Villani, Mattias & Kohn, Robert & Nott, David J., 2012. "Generalized smooth finite mixtures," Journal of Econometrics, Elsevier, vol. 171(2), pages 121-133.
- Wegmann, Bertil & Villani, Mattias, 2011.
"Bayesian Inference in Structural Second-Price Common Value Auctions,"
Journal of Business & Economic Statistics, American Statistical Association, vol. 29(3), pages 382-396.
- Bertil Wegmann & Mattias Villani, 2011. "Bayesian Inference in Structural Second-Price Common Value Auctions," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 29(3), pages 382-396, July.
- Wegmann , Bertil & Villani, Mattias, 2010. "Bayesian Inference in Structural Second-Price common Value Auctions," Working Paper Series 242, Sveriges Riksbank (Central Bank of Sweden).
- Giordani, Paolo & Villani, Mattias, 2010.
"Forecasting macroeconomic time series with locally adaptive signal extraction,"
International Journal of Forecasting, Elsevier, vol. 26(2), pages 312-325, April.
- Giordani, Paolo & Villani, Mattias, 2009. "Forecasting Macroeconomic Time Series With Locally Adaptive Signal Extraction," Working Paper Series 234, Sveriges Riksbank (Central Bank of Sweden).
- Villani, Mattias & Kohn, Robert & Giordani, Paolo, 2009. "Regression density estimation using smooth adaptive Gaussian mixtures," Journal of Econometrics, Elsevier, vol. 153(2), pages 155-173, December.
- Mattias Villani, 2009. "Steady-state priors for vector autoregressions," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 24(4), pages 630-650.
- Adolfson, Malin & Laséen, Stefan & Lindé, Jesper & Villani, Mattias, 2008.
"Evaluating an estimated new Keynesian small open economy model,"
Journal of Economic Dynamics and Control, Elsevier, vol. 32(8), pages 2690-2721, August.
- Adolfson, Malin & Laséen, Stefan & Lindé, Jesper & Villani, Mattias, 2007. "Evaluating An Estimated New Keynesian Small Open Economy Model," Working Paper Series 203, Sveriges Riksbank (Central Bank of Sweden).
- Linde, Jesper & Adolfson, Malin & LASEEN, PER & Villani, Mattias, 2007. "Evaluating An Estimated New Keynesian Small Open Economy Model," CEPR Discussion Papers 6027, C.E.P.R. Discussion Papers.
- Adolfson, Malin & Laséen, Stefan & Lindé, Jesper & Villani, Mattias, 2008. "Empirical Properties Of Closed- And Open-Economy Dsge Models Of The Euro Area," Macroeconomic Dynamics, Cambridge University Press, vol. 12(S1), pages 2-19, April.
- Malin Adolfson & Jesper Linde & Mattias Villani, 2007. "Bayesian Analysis of DSGE Models—Some Comments," Econometric Reviews, Taylor & Francis Journals, vol. 26(2-4), pages 173-185.
- Adolfson, Malin & Laseen, Stefan & Linde, Jesper & Villani, Mattias, 2007.
"Bayesian estimation of an open economy DSGE model with incomplete pass-through,"
Journal of International Economics, Elsevier, vol. 72(2), pages 481-511, July.
- Adolfson, Malin & Laséen, Stefan & Lindé, Jesper & Villani, Mattias, 2005. "Bayesian Estimation of an Open Economy DSGE Model with Incomplete Pass-Through," Working Paper Series 179, Sveriges Riksbank (Central Bank of Sweden).
- Malin Adolfson & Jesper Linde & Mattias Villani, 2007. "Forecasting Performance of an Open Economy DSGE Model," Econometric Reviews, Taylor & Francis Journals, vol. 26(2-4), pages 289-328.
- Malin Adolfson & Michael K. Andersson & Jesper Lindé & Mattias Villani & Anders Vredin, 2007.
"Modern Forecasting Models in Action: Improving Macroeconomic Analyses at Central Banks,"
International Journal of Central Banking, International Journal of Central Banking, vol. 3(4), pages 111-144, December.
- Adolfson, Malin & Andersson, Michael K. & Lindé, Jesper & Villani, Mattias & Vredin, Anders, 2005. "Modern Forecasting Models in Action: Improving Macroeconomic Analyses at Central Banks," Working Paper Series 188, Sveriges Riksbank (Central Bank of Sweden), revised 01 Jun 2006.
- Villani, Mattias, 2006. "Bayesian point estimation of the cointegration space," Journal of Econometrics, Elsevier, vol. 134(2), pages 645-664, October.
- Jukka Corander & Mattias Villani, 2006.
"A Bayesian Approach to Modelling Graphical Vector Autoregressions,"
Journal of Time Series Analysis, Wiley Blackwell, vol. 27(1), pages 141-156, January.
- Corander, Jukka & Villani, Mattias, 2004. "A Bayesian Approach to Modelling Graphical Vector Autoregressions," Working Paper Series 171, Sveriges Riksbank (Central Bank of Sweden).
- Malin Adolfson & Stefan Laséen & Jesper Lindé & Mattias Villani, 2005. "Are Constant Interest Rate Forecasts Modest Policy Interventions? Evidence from a Dynamic Open‐Economy Model," International Finance, Wiley Blackwell, vol. 8(3), pages 509-544, December.
- Villani, Mattias, 2005. "Bayesian Reference Analysis Of Cointegration," Econometric Theory, Cambridge University Press, vol. 21(2), pages 326-357, April.
- Malin Adolfson & Stefan Laséen & Jesper Lindé & Mattias Villani, 2005. "The Role of Sticky Prices in an Open Economy DSGE Model: A Bayesian Investigation," Journal of the European Economic Association, MIT Press, vol. 3(2-3), pages 444-457, 04/05.
- Malin Adolfson & Stefan Laseen & Jesper Lindé & Mattias Villani, 2005. "An estimated New Keynesian small open economy model," Proceedings, Board of Governors of the Federal Reserve System (U.S.).
- Jukka Corander & Mattias Villani, 2004. "Bayesian assessment of dimensionality in reduced rank regression," Statistica Neerlandica, Netherlands Society for Statistics and Operations Research, vol. 58(3), pages 255-270, August.
- Larsson, Rolf & Villani, Mattias, 2001. "A distance measure between cointegration spaces," Economics Letters, Elsevier, vol. 70(1), pages 21-27, January.
- Mattias Villani, 2001. "Fractional Bayesian Lag Length Inference in Multivariate Autoregressive Processes," Journal of Time Series Analysis, Wiley Blackwell, vol. 22(1), pages 67-86, January.
- Villani, Mattias, 2001.
"Bayesian prediction with cointegrated vector autoregressions,"
International Journal of Forecasting, Elsevier, vol. 17(4), pages 585-605.
- Villani, Mattias, 1999. "Bayesian Prediction with a Cointegrated Vector Autoregression," Working Paper Series 97, Sveriges Riksbank (Central Bank of Sweden).
More information
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This author is among the top 5% authors according to these criteria:- Number of Citations, Weighted by Simple Impact Factor
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Co-authorship network on CollEc
NEP Fields
NEP is an announcement service for new working papers, with a weekly report in each of many fields. This author has had 30 papers announced in NEP. These are the fields, ordered by number of announcements, along with their dates. If the author is listed in the directory of specialists for this field, a link is also provided.- NEP-ECM: Econometrics (23) 2000-02-21 2003-10-05 2004-01-25 2004-09-30 2005-01-02 2005-03-20 2005-03-20 2005-10-15 2005-10-15 2005-10-15 2007-11-24 2009-12-11 2009-12-11 2010-05-29 2010-10-30 2013-06-30 2015-06-05 2015-06-27 2016-02-29 2016-04-16 2017-01-29 2020-01-06 2020-05-04. Author is listed
- NEP-ETS: Econometric Time Series (13) 2001-10-16 2003-10-05 2004-01-12 2004-09-30 2004-11-07 2005-03-20 2005-03-20 2005-03-20 2005-10-15 2005-10-15 2006-03-05 2009-12-11 2020-05-04. Author is listed
- NEP-MAC: Macroeconomics (9) 2004-01-12 2005-03-20 2005-03-20 2005-03-20 2005-10-15 2005-10-15 2007-01-28 2007-02-17 2007-11-24. Author is listed
- NEP-FOR: Forecasting (6) 2005-10-15 2005-10-15 2006-03-05 2007-11-24 2009-12-11 2013-06-30. Author is listed
- NEP-ORE: Operations Research (5) 2009-12-11 2010-05-29 2015-06-27 2020-01-06 2020-05-04. Author is listed
- NEP-DGE: Dynamic General Equilibrium (4) 2005-03-20 2005-03-20 2005-10-15 2006-03-05
- NEP-CBA: Central Banking (3) 2005-10-15 2007-01-28 2007-02-17
- NEP-MON: Monetary Economics (3) 2005-10-15 2007-01-28 2007-02-17
- NEP-IFN: International Finance (2) 2007-01-28 2007-02-17
- NEP-BEC: Business Economics (1) 2011-12-13
- NEP-EEC: European Economics (1) 2005-03-20
- NEP-FIN: Finance (1) 2005-01-02
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