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Publications information icon

Variational Inference and Learning for Continuous-Time Nonlinear State-Space Models

Peer-reviewed
Honkela, Antti; Harva, Markus; Raiko, Tapani; Karhunen, Juha
-2008Publications information icon

Optimal Viterbi Bayesian Predictive Classification for Data from Finite Alphabets

Peer-reviewed
DOI
10.1016/j.jspi.2012.07.013
Corander, Jukka; Xiong, Jie; Cui, Yaqiong; Koski, Timo
Journal of Statistical Planning and Inference2013Publications information icon

Robust Bayesian Inference: variable and structure selection and variational inference

Open access
Catalina, Alejandro
Aalto University2023Publications information icon

Statistical inference with fractional Brownian motion

Peer-reviewed
Kukush, Alexander; Mishura, Yulia; Valkeila, Esko
Statistical Inference for Stochastic Processes2005Publications information icon

Robust and Automated Variational Inference

Open access
Dhaka, Akash Kumar
Aalto University2022Publications information icon

Causal Inference and Modeling

Peer-reviewed
Open access
Kaidesoja, Tuukka Juhani
Routledge2017Publications information icon

Amortized Inference with User Simulations

Peer-reviewed
Open access
DOI
10.1145/3544548.3581439
Moon, Hee Seung; Oulasvirta, Antti; Lee, Byungjoo
ACM SIGCHI annual conference on human factors in computing systems2023Publications information icon

Advances in projection predictive inference

Peer-reviewed
Open access
DOI
10.1214/24-STS949
McLatchie, Yann; Rögnvaldsson, Sölvi; Weber, Frank; Vehtari, Aki
Statistical Science2025Publications information icon

Bayesian inference and maximum entropy methods in science and engineering

Peer-reviewed
Laksameethanasan, Danai; Brandt, Sami S.
-2007Publications information icon

Real-time 3D Target Inference via Biomechanical Simulation

Peer-reviewed
Open access
DOI
10.1145/3613904.3642131
Moon, Hee-Seung; Liao, Yi-Chi; Li, Chenyu; Lee, Byungjoo; Oulasvirta, Antti
ACM SIGCHI annual conference on human factors in computing systems2024

Variational Inference and Learning for Continuous-Time Nonlinear State-Space Models

Peer-reviewed
2008

Optimal Viterbi Bayesian Predictive Classification for Data from Finite Alphabets

Peer-reviewed
DOI
10.1016/j.jspi.2012.07.013
2013

Robust Bayesian Inference: variable and structure selection and variational inference

Open access
2023

Statistical inference with fractional Brownian motion

Peer-reviewed
2005

Robust and Automated Variational Inference

Open access
2022

Causal Inference and Modeling

Peer-reviewed
Open access
2017

Amortized Inference with User Simulations

Peer-reviewed
Open access
DOI
10.1145/3544548.3581439
2023

Advances in projection predictive inference

Peer-reviewed
Open access
DOI
10.1214/24-STS949
2025

Bayesian inference and maximum entropy methods in science and engineering

Peer-reviewed
2007

Real-time 3D Target Inference via Biomechanical Simulation

Peer-reviewed
Open access
DOI
10.1145/3613904.3642131
2024