Identification of Hammerstein-Wiener models
- Creator: Wills, Adrian , Schön, Thomas B. , Ljung, Lennart , Ninness, Brett
- Resource Type: journal article
- Date: 2013
Estimation of linear systems using a Gibbs sampler
- Creator: Wills, Adrian , Schön, Thomas B. , Lindsten, Fredrik , Ninness, Brett
- Resource Type: conference paper
- Date: 2012
Probabilistic modelling and reconstruction of strain
- Creator: Jidling, Carl , Hendriks, Johannes , Wahlström, Niklas , Gregg, Alexander , Schön, Thomas B. , Wensrich, Christopher , Wills, Adrian
- Resource Type: journal article
- Date: 2018
Nonlinear System Identification: Learning while Respecting Physical Models Using a Sequential Monte Carlo Method
- Creator: Wigren, Anna , Wågberg, Johan , Lindsten, Fredrik , Wills, Adrian G. , Schön, Thomas B.
- Resource Type: journal article
- Date: 2022
Data to Controller for Nonlinear Systems: An Approximate Solution
- Creator: Hendriks, Johannes N. , Holdsworth, James R. Z. , Wills, Adrian G. , Schön, Thomas B. , Ninness, Brett
- Resource Type: journal article
- Date: 2022
Stochastic quasi-Newton with line-search regularisation
- Creator: Wills, Adrian G. , Schön, Thomas B.
- Resource Type: journal article
- Date: 2021
Estimating state-space models in innovations form using the expectation maximisation algorithm
- Creator: Wills, Adrian , Schön, Thomas B. , Ninness, Brett
- Resource Type: conference paper
- Date: 2010
On the construction of probabilistic Newton-type algorithms
- Creator: Wills, Adrian G. , Schön, Thomas B.
- Resource Type: conference paper
- Date: 2017
System identification of nonlinear state-space models
- Creator: Schön, Thomas B. , Wills, Adrian , Ninness, Brett
- Resource Type: journal article
- Date: 2011
Beyond occam's razor in system identification: Double-descent when modeling dynamics
- Creator: Ribeiro, Antonio H. , Hendriks, Johannes N. , Wills, Adrian G. , Schön, Thomas B.
- Resource Type: conference paper
- Date: 2021
Variational system identification for nonlinear state-space models
- Creator: Courts, Jarrad , Wills, Adrian G. , Schön, Thomas B. , Ninness, Brett
- Resource Type: journal article
- Date: 2023
Deep energy-based NARX models
- Creator: Hendriks, Johannes N. , Gustafsson, Fredrik K. , Ribeiro, Antonio H. , Wills, Adrian G. , Schön, Thomas B.
- Resource Type: conference paper
- Date: 2021
A fast quasi-Newton-type method for large-scale stochastic optimisation
- Creator: Wills, Adrian , Schön, Thomas B. , Jidling, Carl
- Resource Type: journal article
- Date: 2020
Estimation of general nonlinear state-space systems
- Creator: Ninness, Brett , Wills, Adrian , Schön, Thomas B.
- Resource Type: conference paper
- Date: 2010
Linearly constrained Gaussian processes
- Creator: Jidling, Carl , Wahlström, Niklas , Wills, Adrian , Schön, Thomas B.
- Resource Type: conference paper
- Date: 2017
Sequential Monte Carlo: a unified review
- Creator: Wills, Adrian G. , Schön, Thomas B.
- Resource Type: journal article
- Date: 2023
Predicting political violence using a state-space model
- Creator: Lindholm, Andreas , Hendriks, Johannes , Wills, Adrian , Schön, Thomas B.
- Resource Type: journal article
- Date: 2022
Inferring the probability distribution over strain tensors in polycrystals from diffraction based measurements
- Creator: Henningsson, Axel , Wills, Adrian G. , Hall, Stephen A. , Hendriks, Johannes , Wright, Jonathan P. , Schön, Thomas B. , Poulsen, Henning F.
- Resource Type: journal article
- Date: 2023
Variational State and Parameter Estimation
- Creator: Courts, Jarrad , Hendriks, Johannes , Wills, Adrian , Schön, Thomas B. , Ninness, Brett
- Resource Type: conference paper
- Date: 2021