Singh, Sumeetpal S.
- Parameter Estimation for Hidden Markov Models with Intractable Likelihoods
2011/03/28 by Thomas A. Dean, Sumeetpal S. Singh, Dean, Thomas A. +5 · 2 citations
Computer Science · Mathematics · #62F12 #65C05 #Algorithms and Data Compression #Bayesian Methods and Mixture Models #FOS: Computer and information sciences #FOS: Mathematics #Markov Chains and Monte Carlo Methods #Methodology (stat.ME) #Primary: 62M09 #Secondary: 62B99 #Statistics Theory (math.ST) #math.ST #msc:62B99 #msc:62F12 #msc:62M09 #msc:65C05 #stat.ME #stat.TH
- Mixing time of the conditional backward sampling particle filter
2023/12/29 by Joona Karjalainen, Karjalainen, Joona, Anthony Lee +5 · 1 voice · 4 citations
Computer Science · Mathematics · #Bayesian Methods and Mixture Models #Domain Adaptation and Few-Shot Learning #Target Tracking and Data Fusion in Sensor Networks #math.PR #stat.CO
- On resampling schemes for particle filters with weakly informative\n observations
2022/03/18 by ChopinNicolas, Chopin, Nicolas, Sumeetpal S. Singh +5 · 3 citations
Computer Science · Environmental Science · Mathematics · #60J25 #65C60 #Computation (stat.CO) #FOS: Computer and information sciences #FOS: Mathematics #Hydrology and Drought Analysis #Methodology (stat.ME) #Primary 65C35 #Probability (math.PR) #Statistical Methods and Bayesian Inference #Target Tracking and Data Fusion in Sensor Networks #secondary 65C05
- Coupled conditional backward sampling particle filter
2018/06/15 by Lee, Anthony, Singh, Sumeetpal S., Vihola, Matti · 2 citations
#60J05 #65C05 (Primary) #65C35 #65C40 (secondary) #Computation (stat.CO) #FOS: Computer and information sciences #FOS: Mathematics #Probability (math.PR)
- Conditional particle filters with bridge backward sampling
2022/05/27 by Karppinen, Santeri, Singh, Sumeetpal S., Vihola, Matti · 2 citations
#Computation (stat.CO) #FOS: Computer and information sciences #Methodology (stat.ME)
- Trace-class Gaussian priors for Bayesian learning of neural networks with MCMC
2020/12/20 by Torben Sell, Sell, Torben, Sumeetpal S. Singh +1 · 2 citations
Computer Science · Mathematics · #Computation (stat.CO) #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Machine Learning (stat.ML) #Machine Learning and Algorithms #Methodology (stat.ME) #Statistical Methods and Inference
- Blocking Strategies and Stability of Particle Gibbs Samplers
2015/09/28 by Singh, Sumeetpal S., Lindsten, Fredrik, Moulines, Eric · 1 citation
#FOS: Mathematics #Statistics Theory (math.ST)
- Towards a turnkey approach to unbiased Monte Carlo estimation of smooth functions of expectations
2024/03/29 by Chopin, Nicolas, Crucinio, Francesca R., Singh, Sumeetpal S. · 2 citations
#Computation (stat.CO) #FOS: Computer and information sciences #Methodology (stat.ME)