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Nikolas Kantas
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On particle methods for parameter estimation in state-space models
N Kantas, A Doucet, SS Singh, J Maciejowski, N Chopin
Statistical science 30 (3), 328-351, 2015
5982015
An overview of sequential Monte Carlo methods for parameter estimation in general state-space models
N Kantas, A Doucet, SS Singh, JM Maciejowski
IFAC Proceedings Volumes 42 (10), 774-785, 2009
3522009
Key epidemiological drivers and impact of interventions in the 2020 SARS-CoV-2 epidemic in England
ES Knock, LK Whittles, JA Lees, PN Perez-Guzman, R Verity, RG FitzJohn, ...
Science Translational Medicine 13 (602), eabg4262, 2021
141*2021
Sequential Monte Carlo methods for high-dimensional inverse problems: A case study for the Navier--Stokes equations
N Kantas, A Beskos, A Jasra
SIAM/ASA Journal on Uncertainty Quantification 2 (1), 464-489, 2014
1312014
On the convergence of adaptive sequential Monte Carlo methods
A Beskos, A Jasra, N Kantas, A Thiery
Annals of Applied Probability 26 (2), 1111-1146, 2016
1242016
Sequential Monte Carlo for model predictive control
N Kantas, JM Maciejowski, A Lecchini-Visintini
Nonlinear model predictive control: Towards new challenging applications …, 2009
862009
Distributed maximum likelihood for simultaneous self-localization and tracking in sensor networks
N Kantas, SS Singh, A Doucet
IEEE Transactions on Signal Processing 60 (10), 5038-5047, 2012
762012
Simulation-based optimal sensor scheduling with application to observer trajectory planning
SS Singh, N Kantas, BN Vo, A Doucet, RJ Evans
Automatica 43 (5), 817-830, 2007
762007
Joint entropy search for multi-objective bayesian optimization
B Tu, A Gandy, N Kantas, B Shafei
Advances in Neural Information Processing Systems 35, 9922-9938, 2022
412022
Parameter estimation for the McKean-Vlasov stochastic differential equation
L Sharrock, N Kantas, P Parpas, GA Pavliotis
arXiv preprint arXiv:2106.13751, 2021
312021
Simulation‐based Bayesian optimal design of aircraft trajectories for air traffic management
N Kantas, A Lecchini‐Visintini, JM Maciejowski
International Journal of Adaptive Control and Signal Processing 24 (10), 882-899, 2010
292010
Gradient free parameter estimation for hidden Markov models with intractable likelihoods
E Ehrlich, A Jasra, N Kantas
Methodology and Computing in Applied Probability 17 (2), 315-349, 2015
27*2015
Particle filtering for stochastic Navier--Stokes signal observed with linear additive noise
FP Llopis, N Kantas, A Beskos, A Jasra
SIAM Journal on Scientific Computing 40 (3), A1544-A1565, 2018
262018
Linear variance bounds for particle approximations of time-homogeneous Feynman–Kac formulae
N Whiteley, N Kantas, A Jasra
Stochastic Processes and their Applications 122 (4), 1840-1865, 2012
242012
Online parameter estimation for the McKean–Vlasov stochastic differential equation
L Sharrock, N Kantas, P Parpas, GA Pavliotis
Stochastic Processes and their Applications 162, 481-546, 2023
212023
On the generalized Langevin equation for simulated annealing
M Chak, N Kantas, GA Pavliotis
SIAM/ASA Journal on Uncertainty Quantification 11 (1), 139-167, 2023
212023
On stochastic mirror descent with interacting particles: convergence properties and variance reduction
A Borovykh, N Kantas, P Parpas, GA Pavliotis
Physica D: Nonlinear Phenomena 418, 132844, 2021
172021
Score-based parameter estimation for a class of continuous-time state space models
A Beskos, D Crisan, A Jasra, N Kantas, H Ruzayqat
SIAM Journal on Scientific Computing 43 (4), A2555-A2580, 2021
162021
A lagged particle filter for stable filtering of certain high-dimensional state-space models
H Ruzayqat, A Er-Raiy, A Beskos, D Crisan, A Jasra, N Kantas
SIAM/ASA Journal on Uncertainty Quantification 10 (3), 1130-1161, 2022
152022
Joint online parameter estimation and optimal sensor placement for the partially observed stochastic advection-diffusion equation
L Sharrock, N Kantas
SIAM/ASA Journal on Uncertainty Quantification 10 (1), 55-95, 2022
142022
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