← Search

Mattias Villani

2 accepted papers

2020

Spectral Subsampling MCMC for Stationary Time Series

ICML 2020poster

Bayesian inference using Markov Chain Monte Carlo (MCMC) on large datasets has developed rapidly in recent years. However, the underlying methods are generally limited to relatively simple settings where the data have specific forms of independence. We propose a novel technique for speeding up MCMC…

Cited by 21SourcePDFScholar
2019

Real-Time Robotic Search using Structural Spatial Point Processes

UAI 2019poster

Aerial robots hold great potential for aiding Search and Rescue (SAR) efforts over large areas, such as during natural disasters. Traditional approaches typically search an area exhaustively, thereby ignoring that the density of victims varies based on predictable factors, such as the terrain, popul…

Cited by 3SourcePDFScholar