Proposal adaptation in simulated annealing for continuous optimization problems. - Antti Solonen (Comput. Stat., 2013)

Krylov space approximate Kalman filtering. - Johnathan M. Bardsley; Albert Parker; Antti Solonen; Marylesa Howard (Numer. Linear Algebra Appl., 2013)

Randomize-Then-Optimize: A Method for Sampling from Posterior Distributions in Nonlinear Inverse Problems. - Johnathan M. Bardsley; Antti Solonen; Heikki Haario; Marko Laine (SIAM J. Sci. Comput., 2014)

Randomize-Then-Optimize for Sampling and Uncertainty Quantification in Electrical Impedance Tomography. - Johnathan M. Bardsley; Aku Seppänen; Antti Solonen; Heikki Haario; Jari P. Kaipio (SIAM/ASA J. Uncertain. Quantification, 2015)

Optimal Low-rank Approximations of Bayesian Linear Inverse Problems. - Alessio Spantini; Antti Solonen; Tiangang Cui; James Martin; Luis Tenorio; Youssef M. Marzouk (SIAM J. Sci. Comput., 2015)

Bayesian Inverse Problems with l1 Priors: A Randomize-Then-Optimize Approach. - Zheng Wang; Johnathan M. Bardsley; Antti Solonen; Tiangang Cui; Youssef M. Marzouk (SIAM J. Sci. Comput., 2017)

Undersampled Dynamic X-Ray Tomography With Dimension Reduction Kalman Filter. - Janne Hakkarainen; Zenith Purisha; Antti Solonen; Samuli Siltanen (IEEE Trans. Computational Imaging, 2019)

Bayesian LSTM for indoor temperature modeling. - Emma Hannula; Arttu Häkkinen; Antti Solonen; Felibe Uribe; Jana de Wiljes; Lassi Roininen (CoRR, 2025)