Mattias Villani

Publication Activity (10 Years)

Years Active: 2014-2023
Publications (10 Years): 16

Top Topics

Point Processes

Gaussian Process

Diffusion Tensor

Top Venues

Frontiers Neuroinformatics

Publications

Parfait Munezero, Mattias Villani, Robert Kohn
Dynamic Mixture of Experts Models for Online Prediction. Technometrics 65 (2) (2023)
Hector Rodriguez-Deniz, Mattias Villani
Robust Real-Time Delay Predictions in a Network of High-Frequency Urban Buses. IEEE Trans. Intell. Transp. Syst. 23 (9) (2022)
Matias Quiroz, Minh-Ngoc Tran, Mattias Villani, Robert Kohn, Khue-Dung Dang
The Block-Poisson Estimator for Optimally Tuned Exact Subsampling MCMC. J. Comput. Graph. Stat. 30 (4) (2021)
Robert Salomone, Matias Quiroz, Robert Kohn, Mattias Villani, Minh-Ngoc Tran
Spectral Subsampling MCMC for Stationary Time Series. ICML (2020)
David Abramian, Per Sidén, Hans Knutsson, Mattias Villani, Anders Eklund
Anatomically Informed Bayesian Spatial Priors for FMRI Analysis. ISBI (2020)
Måns Magnusson, Leif Jonsson, Mattias Villani
DOLDA: a regularized supervised topic model for high-dimensional multi-class regression. Comput. Stat. 35 (1) (2020)
Olov Andersson, Per Sidén, Johan Dahlin, Patrick Doherty, Mattias Villani
Real-Time Robotic Search using Hierarchical Spatial Point Processes. CoRR (2019)
Olov Andersson, Per Sidén, Johan Dahlin, Patrick Doherty, Mattias Villani
Real-Time Robotic Search using Structural Spatial Point Processes. UAI (2019)
Hector Rodriguez-Deniz, Mattias Villani, Augusto Voltes-Dorta
A Bayesian Dynamic Multilayered Block Network Model. CoRR (2019)
Khue-Dung Dang, Matias Quiroz, Robert Kohn, Minh-Ngoc Tran, Mattias Villani
Hamiltonian Monte Carlo with Energy Conserving Subsampling. J. Mach. Learn. Res. 20 (2019)
Xuan Gu, Per Sidén, Bertil Wegmann, Anders Eklund, Mattias Villani, Hans Knutsson
Bayesian Diffusion Tensor Estimation with Spatial Priors. CAIP (1) (2017)
Anders Eklund, Martin A. Lindquist, Mattias Villani
A Bayesian heteroscedastic GLM with application to fMRI data with motion spikes. NeuroImage 155 (2017)
Hector Rodriguez-Deniz, Erik Jenelius, Mattias Villani
Urban network travel time prediction via online multi-output Gaussian process regression. ITSC (2017)
Per Sidén, Anders Eklund, David Bolin, Mattias Villani
Fast Bayesian whole-brain fMRI analysis with spatial 3D priors. NeuroImage 146 (2017)
Rouhollah Mahfouzi, Amir Aminifar, Petru Eles, Zebo Peng, Mattias Villani
Intrusion-Damage Assessment and Mitigation in Cyber-Physical Systems for Control Applications. RTNS (2016)
Leif Jonsson, David Broman, Måns Magnusson, Kristian Sandahl, Mattias Villani, Sigrid Eldh
Automatic Localization of Bugs to Faulty Components in Large Scale Software Systems Using Bayesian Classification. QRS (2016)
Arian Maghazeh, Unmesh D. Bordoloi, Mattias Villani, Petru Eles, Zebo Peng
Perception-Aware Power Management for Mobile Games via Dynamic Resolution Scaling. ICCAD (2015)
Anders Eklund, Paul Dufort, Mattias Villani, Stephen LaConte
BROCCOLI: Software for fast fMRI analysis on many-core CPUs and GPUs. Frontiers Neuroinformatics 8 (2014)
Ivan Ukhov, Mattias Villani, Petru Eles, Zebo Peng
Statistical analysis of process variation based on indirect measurements for electronic system design. ASP-DAC (2014)