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Publications information icon

Inferring Cognitive Models from Data using Approximate Bayesian Computation

Peer-reviewed
Open access
DOI
10.1145/3025453.3025576
Kangasrääsiö, Antti; Athukorala, Kumaripaba; Howes, Andrew; Corander, Jukka; Kaski, Samuel; Oulasvir...
ACM SIGCHI annual conference on human factors in computing systems2017Publications information icon

Approximate Bayesian computation for finite mixture models

Peer-reviewed
Open access
DOI
10.1080/00949655.2020.1843169
Simola, Umberto; Cisewski-Kehe, Jessi; Wolpert, Robert L.
Journal of Statistical Computation and Simulation2020Publications information icon

Efficient acquisition rules for model-based approximate Bayesian computation

Peer-reviewed
Open access
DOI
10.1214/18-BA1121
Järvenpää, Marko; Gutmann, Michael U.; Pleska, Arijus; Vehtari, Aki; Marttinen, Pekka
Bayesian Analysis2019Publications information icon

Parameter Inference for Computational Cognitive Models with Approximate Bayesian Computation

Peer-reviewed
Open access
DOI
10.1111/cogs.12738
Kangasrääsiö, Antti; Jokinen, Jussi P.P.; Oulasvirta, Antti; Howes, Andrew; Kaski, Samuel
Cognitive Science2019Publications information icon

Approximate Bayesian Computation

Peer-reviewed
Open access
DOI
10.1371/journal.pcbi.1002803
Sunnåker, Mikael ; Busetto, Alberto; Numminen, Elina; Corander, Jukka; Foll, Mathieu ; Dessimoz, Chr...
PLoS Computational Biology2013Publications information icon

On predictive inference for intractable models via approximate Bayesian computation

Peer-reviewed
Open access
DOI
10.1007/s11222-022-10163-6
Järvenpää, Marko; Corander, Jukka
Statistics and Computing2023Publications information icon

Fundamentals and Recent Developments in Approximate Bayesian Computation

Peer-reviewed
Open access
DOI
10.1093/sysbio/syw077
Lintusaari, Jarno; Gutmann, Michael U.; Dutta, Ritabrata; Kaski, Samuel; Corander, Jukka
Systematic biology2017Publications information icon

Gaussian process modelling in approximate bayesian computation to estimate horizontal gene transfer in Bacteria

Peer-reviewed
Open access
DOI
10.1214/18-AOAS1150
Järvenpää, Marko; Gutmann, Michael U.; Vehtari, A. K.I.; Marttinen, Pekka
Annals of Applied Statistics2018Publications information icon

Resolving outbreak dynamics using approximate bayesian computation for stochastic birth–death models [version 2; peer review: 2 approved]

Peer-reviewed
Open access
DOI
10.12688/wellcomeopenres.15048.1
Lintusaari, Jarno; Blomstedt, Paul; Rose, Brittany; Sivula, Tuomas; Gutmann, Michael Urs; Kaski, Sam...
Wellcome open research2019Publications information icon

Adaptive Approximate Bayesian Computation Tolerance Selection

Peer-reviewed
Open access
DOI
10.1214/20-BA1211
Simola, Umberto; Cisewski-Kehe, Jessi; Gutmann, Michael U.; Corander, Jukka
Bayesian analysis2021

Inferring Cognitive Models from Data using Approximate Bayesian Computation

Peer-reviewed
Open access
DOI
10.1145/3025453.3025576
2017

Approximate Bayesian computation for finite mixture models

Peer-reviewed
Open access
DOI
10.1080/00949655.2020.1843169
2020

Efficient acquisition rules for model-based approximate Bayesian computation

Peer-reviewed
Open access
DOI
10.1214/18-BA1121
2019

Parameter Inference for Computational Cognitive Models with Approximate Bayesian Computation

Peer-reviewed
Open access
DOI
10.1111/cogs.12738
2019

Approximate Bayesian Computation

Peer-reviewed
Open access
DOI
10.1371/journal.pcbi.1002803
2013

On predictive inference for intractable models via approximate Bayesian computation

Peer-reviewed
Open access
DOI
10.1007/s11222-022-10163-6
2023

Fundamentals and Recent Developments in Approximate Bayesian Computation

Peer-reviewed
Open access
DOI
10.1093/sysbio/syw077
2017

Gaussian process modelling in approximate bayesian computation to estimate horizontal gene transfer in Bacteria

Peer-reviewed
Open access
DOI
10.1214/18-AOAS1150
2018

Resolving outbreak dynamics using approximate bayesian computation for stochastic birth–death models [version 2; peer review: 2 approved]

Peer-reviewed
Open access
DOI
10.12688/wellcomeopenres.15048.1
2019

Adaptive Approximate Bayesian Computation Tolerance Selection

Peer-reviewed
Open access
DOI
10.1214/20-BA1211
2021