GPU-parallelized sequential Monte Carlo achieves over 500x speedup versus CPU replica exchange Monte Carlo for Bayesian spectral deconvolution and peak parameter estimation.
Dau and Chopin [28] resolve this trade-off with waste-free SMC
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
stat.CO 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
GPU-Accelerated Sequential Monte Carlo for Bayesian Spectral Analysis
GPU-parallelized sequential Monte Carlo achieves over 500x speedup versus CPU replica exchange Monte Carlo for Bayesian spectral deconvolution and peak parameter estimation.