Heikki Haario

38 papers Journal 31Unranked 7
YearRankTypeTitle / Venue / Authors
2026 J jnl
Combining Adaptive MCMC and Nested Sampling for Robust Bayesian Model Selection with reduced prior sensitivity.
Stat. Comput.
José Carlos García-Merino, Miracle Amadi, Heikki Haario, Carmen Calvo-Jurado, Enrique García-Macías
2026 J jnl
Identifiability and amortized inference limitations in Kuramoto models.
CoRR
Emma Hannula, Jana de Wiljes, Matthew T. Moores, Heikki Haario, Lassi Roininen
2026 J jnl
MCMC Informed Neural Emulators for Uncertainty Quantification in Dynamical Systems.
CoRR
Heikki Haario, Zhi-Song Liu, Martin Simon, Hendrik Weichel
2025 J jnl
Cellular Automaton With CNN.
CoRR
Valery Ashu, Zhisong Liu, Heikki Haario, Andreas Rupp
2025 J jnl
Detecting Localized Density Anomalies in Multivariate Data via Coin-Flip Statistics.
CoRR
Sebastian Springer, Andre Scaffidi, Maximilian Autenrieth, Gabriella Contardo, Alessandro Laio, Roberto Trotta, Heikki Haario
2025 J jnl
Statistical parameter identification of mixed-mode patterns from a single experimental snapshot.
J. Comput. Phys.
Alexey Kazarnikov, Robert Scheichl, Irving R. Epstein, Heikki Haario, Anna K. Marciniak-Czochra
2024 — conf
Kernel-Based Retrieval Models for Hyperspectral Image Data Optimized with Kernel Flows.
WHISPERS
Zina-Sabrina Duma, Tuomas Sihvonen, Jouni Susiluoto, Otto Lamminpää, Heikki Haario, Satu-Pia Reinikainen
2024 J jnl
Kernel-based retrieval models for hyperspectral image data optimized with Kernel Flows.
CoRR
Zina-Sabrina Duma, Tuomas Sihvonen, Jouni Susiluoto, Otto Lamminpää, Heikki Haario, Satu-Pia Reinikainen
2024 J jnl
Surrogate model for Bayesian optimal experimental design in chromatography.
CoRR
Jose Rodrigo Rojo-Garcia, Heikki Haario, Tapio Helin, Tuomo Sainio
2023 J jnl
A Bayesian Approach to Modeling Biological Pattern Formation with Limited Data.
SIAM J. Sci. Comput.
Alexey Kazarnikov, Robert Scheichl, Heikki Haario, Anna K. Marciniak-Czochra
2023 J jnl
Bayesian synthetic likelihood for stochastic models with applications in mathematical finance.
Frontiers Appl. Math. Stat.
Ramona Maraia, Sebastian Springer, Teemu Härkönen, Martin Simon, Heikki Haario
2023 J jnl
KF-PLS: Optimizing Kernel Partial Least-Squares (K-PLS) with Kernel Flows.
CoRR
Zina-Sabrina Duma, Jouni Susiluoto, Otto Lamminpää, Tuomas Sihvonen, Satu-Pia Reinikainen, Heikki Haario
2022 J jnl
Reconstruction and segmentation from sparse sequential X-ray measurements of wood logs.
CoRR
Sebastian Springer, Aldo Glielmo, Angelina Senchukova, Tomi Kauppi, Jarkko Suuronen, Lassi Roininen, Heikki Haario, Andreas Hauptmann
2020 J jnl
Modelling internal knot distribution using external log features.
Comput. Electron. Agric.
Fedor Zolotarev, Tuomas Eerola, Lasse Lensu, Heikki Kälviäinen, Tapio Helin, Heikki Haario, Tomi Kauppi, Jere Heikkinen
2020 J jnl
Resolving overlapping convex objects in silhouette images by concavity analysis and Gaussian process.
J. Vis. Commun. Image Represent.
Sahar F. Zafar, Mariia Murashkina, Tuomas Eerola, Jouni Sampo, Heikki Kälviäinen, Heikki Haario
2019 — conf
Fine-Grained Wood Species Identification Using Convolutional Neural Networks.
SCIA
Dmitrii Shustrov, Tuomas Eerola, Lasse Lensu, Heikki Kälviäinen, Heikki Haario
2019 J jnl
Resolving Overlapping Convex Objects in Silhouette Images by Concavity Analysis and Gaussian Process.
CoRR
Sahar F. Zafar, Mariia Murashkina, Tuomas Eerola, Jouni Sampo, Heikki Kälviäinen, Heikki Haario
2019 — conf
Timber Tracing with Multimodal Encoder-Decoder Networks.
CAIP (2)
Fedor Zolotarev, Tuomas Eerola, Lasse Lensu, Heikki Kälviäinen, Heikki Haario, Jere Heikkinen, Tomi Kauppi
2018 J jnl
Approximation error approach in spatiotemporally chaotic models with application to Kuramoto-Sivashinsky equation.
Comput. Stat. Data Anal.
Janne M. J. Huttunen, Jari P. Kaipio, Heikki Haario
2018 — conf
Detection of Mechanical Damages in Sawn Timber Using Convolutional Neural Networks.
GCPR
Nikolay Rudakov, Tuomas Eerola, Lasse Lensu, Heikki Kälviäinen, Heikki Haario
2017 J jnl
Analysis of bias in an Ebola epidemic model by extended Kalman filter approach.
Math. Comput. Simul.
Denis Ndanguza, Isambi S. Mbalawata, Heikki Haario, Jean M. Tchuenche
2017 — conf
Comparison of Concave Point Detection Methods for Overlapping Convex Objects Segmentation.
SCIA (2)
Sahar F. Zafar, Tuomas Eerola, Jouni Sampo, Heikki Kälviäinen, Heikki Haario
2017 J jnl
The Impact of Household Size on Malaria Reduction in Relation with Alterations in Mosquito Behavior by Malaria Parasite.
J. Multiple Valued Log. Soft Comput.
Anna Shcherbacheva, Heikki Haario
2016 — conf
Segmentation of Partially Overlapping Convex Objects Using Branch and Bound Algorithm.
ACCV Workshops (3)
Sahar F. Zafar, Tuomas Eerola, Jouni Sampo, Heikki Kälviäinen, Heikki Haario
2015 J jnl
Adaptive Metropolis algorithm using variational Bayesian adaptive Kalman filter.
Comput. Stat. Data Anal.
Isambi S. Mbalawata, Simo Särkkä, Matti Vihola, Heikki Haario
2015 J jnl
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.
Stat. Comput.
Heikki Haario
2015 J jnl
Posterior inference on parameters of stochastic differential equations via non-linear Gaussian filtering and adaptive MCMC.
Stat. Comput.
Simo Särkkä, Jouni Hartikainen, Isambi Sailon Mbalawata, Heikki Haario
2015 J jnl
Randomize-Then-Optimize for Sampling and Uncertainty Quantification in Electrical Impedance Tomography.
SIAM/ASA J. Uncertain. Quantification
Johnathan M. Bardsley, Aku Seppänen, Antti Solonen, Heikki Haario, Jari P. Kaipio
2015 J jnl
Segmentation of Overlapping Elliptical Objects in Silhouette Images.
IEEE Trans. Image Process.
Sahar F. Zafar, Tuomas Eerola, Jouni Sampo, Heikki Kälviäinen, Heikki Haario
2015 — conf
Segmentation of Partially Overlapping Nanoparticles Using Concave Points.
ISVC (1)
Sahar F. Zafar, Tuomas Eerola, Jouni Sampo, Heikki Kälviäinen, Heikki Haario
2014 J jnl
Determining parameter distribution in within-host severe P. falciparum malaria.
Biosyst.
Betty K. Nannyonga, Gasper Godson Mwanga, Heikki Haario, Isambi S. Mbalawata, Matti Heiliö
2014 J jnl
Randomize-Then-Optimize: A Method for Sampling from Posterior Distributions in Nonlinear Inverse Problems.
SIAM J. Sci. Comput.
Johnathan M. Bardsley, Antti Solonen, Heikki Haario, Marko Laine
2013 J jnl
Parameter estimation in stochastic differential equations with Markov chain Monte Carlo and non-linear Kalman filtering.
Comput. Stat.
Isambi S. Mbalawata, Simo Särkkä, Heikki Haario
2007 J jnl
A filtering approach for estimating lake water quality from remote sensing data.
Int. J. Appl. Earth Obs. Geoinformation
Arto Voutilainen, Timo Pyhälahti, Kari Y. Kallio, Jouni Pulliainen, Heikki Haario, Jari P. Kaipio
2007 J jnl
Bayesian modelling of algal mass occurrences - using adaptive MCMC methods with a lake water quality model.
Environ. Model. Softw.
Olli Malve, Marko Laine, Heikki Haario, Teija Kirkkala, Jouko Sarvala
2006 J jnl
DRAM: Efficient adaptive MCMC.
Stat. Comput.
Heikki Haario, Marko Laine, Antonietta Mira, Eero Saksman
2005 J jnl
Componentwise adaptation for high dimensional MCMC.
Comput. Stat.
Heikki Haario, Eero Saksman, Johanna Tamminen
1999 J jnl
Adaptive proposal distribution for random walk Metropolis algorithm.
Comput. Stat.
Heikki Haario, Eero Saksman, Johanna Tamminen