Adaptive proposal distribution for random walk Metropolis algorithm. - Heikki Haario; Eero Saksman; Johanna Tamminen (Comput. Stat., 1999)

Componentwise adaptation for high dimensional MCMC. - Heikki Haario; Eero Saksman; Johanna Tamminen (Comput. Stat., 2005)

DRAM: Efficient adaptive MCMC. - Heikki Haario; Marko Laine; Antonietta Mira; Eero Saksman (Stat. Comput., 2006)

A filtering approach for estimating lake water quality from remote sensing data. - Arto Voutilainen; Timo Pyhälahti; Kari Y. Kallio; Jouni Pulliainen; Heikki Haario; Jari P. Kaipio (Int. J. Appl. Earth Obs. Geoinformation, 2007)

Bayesian modelling of algal mass occurrences - using adaptive MCMC methods with a lake water quality model. - Olli Malve; Marko Laine; Heikki Haario; Teija Kirkkala; Jouko Sarvala (Environ. Model. Softw., 2007)

Parameter estimation in stochastic differential equations with Markov chain Monte Carlo and non-linear Kalman filtering. - Isambi S. Mbalawata; Simo Särkkä; Heikki Haario (Comput. Stat., 2013)

Determining parameter distribution in within-host severe P. falciparum malaria. - Betty K. Nannyonga; Gasper Godson Mwanga; Heikki Haario; Isambi S. Mbalawata; Matti Heiliö (Biosyst., 2014)

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)

Segmentation of Partially Overlapping Nanoparticles Using Concave Points. - Sahar F. Zafar; Tuomas Eerola; Jouni Sampo; Heikki Kälviäinen; Heikki Haario (ISVC (1), 2015)

Adaptive Metropolis algorithm using variational Bayesian adaptive Kalman filter. - Isambi S. Mbalawata; Simo Särkkä; Matti Vihola; Heikki Haario (Comput. Stat. Data Anal., 2015)

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)

Introduction to "Quantitative bounds of convergence for geometrically ergodic Markov Chain in the Wasserstein distance with application to the Metropolis adjusted Langevin algorithm" by A. Durmus, É. Moulines. - Heikki Haario (Stat. Comput., 2015)

Posterior inference on parameters of stochastic differential equations via non-linear Gaussian filtering and adaptive MCMC. - Simo Särkkä; Jouni Hartikainen; Isambi Sailon Mbalawata; Heikki Haario (Stat. Comput., 2015)

Segmentation of Overlapping Elliptical Objects in Silhouette Images. - Sahar F. Zafar; Tuomas Eerola; Jouni Sampo; Heikki Kälviäinen; Heikki Haario (IEEE Trans. Image Process., 2015)

Segmentation of Partially Overlapping Convex Objects Using Branch and Bound Algorithm. - Sahar F. Zafar; Tuomas Eerola; Jouni Sampo; Heikki Kälviäinen; Heikki Haario (ACCV Workshops (3), 2016)

Comparison of Concave Point Detection Methods for Overlapping Convex Objects Segmentation. - Sahar F. Zafar; Tuomas Eerola; Jouni Sampo; Heikki Kälviäinen; Heikki Haario (SCIA (2), 2017)

Analysis of bias in an Ebola epidemic model by extended Kalman filter approach. - Denis Ndanguza; Isambi S. Mbalawata; Heikki Haario; Jean M. Tchuenche (Math. Comput. Simul., 2017)

The Impact of Household Size on Malaria Reduction in Relation with Alterations in Mosquito Behavior by Malaria Parasite. - Anna Shcherbacheva; Heikki Haario (J. Multiple Valued Log. Soft Comput., 2017)

Detection of Mechanical Damages in Sawn Timber Using Convolutional Neural Networks. - Nikolay Rudakov; Tuomas Eerola; Lasse Lensu; Heikki Kälviäinen; Heikki Haario (GCPR, 2018)

Approximation error approach in spatiotemporally chaotic models with application to Kuramoto-Sivashinsky equation. - Janne M. J. Huttunen; Jari P. Kaipio; Heikki Haario (Comput. Stat. Data Anal., 2018)

Timber Tracing with Multimodal Encoder-Decoder Networks. - Fedor Zolotarev; Tuomas Eerola; Lasse Lensu; Heikki Kälviäinen; Heikki Haario; Jere Heikkinen; Tomi Kauppi (CAIP (2), 2019)

Fine-Grained Wood Species Identification Using Convolutional Neural Networks. - Dmitrii Shustrov; Tuomas Eerola; Lasse Lensu; Heikki Kälviäinen; Heikki Haario (SCIA, 2019)

Modelling internal knot distribution using external log features. - Fedor Zolotarev; Tuomas Eerola; Lasse Lensu; Heikki Kälviäinen; Tapio Helin; Heikki Haario; Tomi Kauppi; Jere Heikkinen (Comput. Electron. Agric., 2020)

Resolving overlapping convex objects in silhouette images by concavity analysis and Gaussian process. - Sahar F. Zafar; Mariia Murashkina; Tuomas Eerola; Jouni Sampo; Heikki Kälviäinen; Heikki Haario (J. Vis. Commun. Image Represent., 2020)

Reconstruction and segmentation from sparse sequential X-ray measurements of wood logs. - Sebastian Springer; Aldo Glielmo; Angelina Senchukova; Tomi Kauppi; Jarkko Suuronen; Lassi Roininen; Heikki Haario; Andreas Hauptmann (CoRR, 2022)

KF-PLS: Optimizing Kernel Partial Least-Squares (K-PLS) with Kernel Flows. - Zina-Sabrina Duma; Jouni Susiluoto; Otto Lamminpää; Tuomas Sihvonen; Satu-Pia Reinikainen; Heikki Haario (CoRR, 2023)

Bayesian synthetic likelihood for stochastic models with applications in mathematical finance. - Ramona Maraia; Sebastian Springer; Teemu Härkönen; Martin Simon; Heikki Haario (Frontiers Appl. Math. Stat., 2023)

A Bayesian Approach to Modeling Biological Pattern Formation with Limited Data. - Alexey Kazarnikov; Robert Scheichl; Heikki Haario; Anna K. Marciniak-Czochra (SIAM J. Sci. Comput., 2023)

Kernel-Based Retrieval Models for Hyperspectral Image Data Optimized with Kernel Flows. - Zina-Sabrina Duma; Tuomas Sihvonen; Jouni Susiluoto; Otto Lamminpää; Heikki Haario; Satu-Pia Reinikainen (WHISPERS, 2024)

Surrogate model for Bayesian optimal experimental design in chromatography. - Jose Rodrigo Rojo-Garcia; Heikki Haario; Tapio Helin; Tuomo Sainio (CoRR, 2024)

Cellular Automaton With CNN. - Valery Ashu; Zhisong Liu; Heikki Haario; Andreas Rupp (CoRR, 2025)

Detecting Localized Density Anomalies in Multivariate Data via Coin-Flip Statistics. - Sebastian Springer; Andre Scaffidi; Maximilian Autenrieth; Gabriella Contardo; Alessandro Laio; Roberto Trotta; Heikki Haario (CoRR, 2025)