| 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 | 568 | 2015 |
| 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 | 346 | 2009 |
| 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 | 130 | 2014 |
| 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 | 128* | 2021 |
| 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 | 117 | 2016 |
| Sequential Monte Carlo for model predictive control N Kantas, JM Maciejowski, A Lecchini-Visintini Nonlinear model predictive control: Towards new challenging applications …, 2009 | 81 | 2009 |
| 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 | 76 | 2012 |
| 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 | 75 | 2007 |
| Parameter estimation for the McKean-Vlasov stochastic differential equation L Sharrock, N Kantas, P Parpas, GA Pavliotis arXiv preprint arXiv:2106.13751, 2021 | 31 | 2021 |
| 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 | 29 | 2010 |
| 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 |
| 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 | 25 | 2022 |
| 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 | 25 | 2018 |
| 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 | 25 | 2012 |
| 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 | 19 | 2023 |
| 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 | 17 | 2021 |
| 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 | 15 | 2022 |
| 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 | 14 | 2023 |
| 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 | 14 | 2021 |
| 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 | 12 | 2022 |
Sumeetpal Sidhu SinghTibra Foundation Chair in Mathematical Sciences, School of Mathematics, University of WollongongVerified email at uow.edu.au
