34th IUPAP Conference on Computational Physics(CCP2023)

Presentation information

Contributed talks (Machine learning/Quantum computing)

Machine learning, data science, and quantum computing

Parallel session 1

Sun. Aug 6, 2023 1:40 PM - 3:20 PM 301 (Room 2) (3F)

Chair: Nobuyasu Ito (RIKEN R-CCS)

2:00 PM - 2:20 PM

[C06-1-02] (Online) Data-driven Estimation of Nonlinear Dynamical Systems by Replica Exchange Particle Markov Chain Monte Carlo Method

*Toshiaki Omori1, Hiroaki Inoue1, Koji Hukushima2 (1. Kobe University (Japan), 2. The University of Tokyo (Japan))

On-demand video

Keywords:Statistical machine learning, Nonlinear state space model, Data-driven method, Nonlinear dynamics, Sequential Monte Carlo method, Particle Markov chain Monte Carlo method, Replica exchange method

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