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Publications information icon

Graph Visualization With Latent Variable Models

Nybo, Kristian; Parkkinen, Juuso; Kaski, Samuel
-2009Publications information icon

Building Blocks for Variational Bayesian Learning of Latent Variable Models

Peer-reviewed
Raiko, Tapani; Valpola, Harri; Harva, Markus; Karhunen, Juha
Journal of Machine Learning Research2007Publications information icon

Building Blocks for Hierarchical Latent Variable Models

Peer-reviewed
Valpola, Harri; Raiko, T.; Karhunen, J.
-2001Publications information icon

Bayesian leave-one-out cross-validation approximations for Gaussian latent variable models

Peer-reviewed
Open access
Vehtari, Aki; Mononen, Tommi; Tolvanen, Ville; Sivula, Tuomas; Winther, Ole
Journal of Machine Learning Research2016Publications information icon

A Critical Look at the Consistency of Causal Estimation with Deep Latent Variable Models

Peer-reviewed
Open access
Rissanen, Severi; Marttinen, Pekka
Advances in Neural Information Processing Systems2021Publications information icon

gllvm : Generalized Linear Latent Variable Models

Open access
Niku, Jenni; Brooks, Wesley; Herliansyah, Riki; Hui, Francis K.C.; Taskinen, Sara; Warton, David I.;...
CRAN - The Comprehensive R Archive Network2017Publications information icon

Graph Visualization With Latent Variable Models

Peer-reviewed
Parkkinen, Juuso; Nybo, Kristian; Peltonen, Jaakko; Kaski, Samuel
ACM2010Publications information icon

A Topography-Preserving Latent Variable Model with Learning Metrics

Peer-reviewed
Kaski, Samuel; Sinkkonen, J.
SPRINGER2001Publications information icon

Efficient estimation of generalized linear latent variable models

Peer-reviewed
Open access
DOI
10.1371/journal.pone.0216129
Niku, Jenni; Brooks, Wesley; Herliansyah, Riki; Hui, Francis K. C.; Taskinen, Sara; Warton, David I.
PLoS ONE2019Publications information icon

Variational Approximations for Generalized Linear Latent Variable Models

Peer-reviewed
Open access
DOI
10.1080/10618600.2016.1164708
Hui, Francis K. C.; Warton, David I.; Ormerod, John T.; Haapaniemi, Viivi; Taskinen, Sara
Journal of Computational and Graphical Statistics2017

Graph Visualization With Latent Variable Models

2009

Building Blocks for Variational Bayesian Learning of Latent Variable Models

Peer-reviewed
2007

Building Blocks for Hierarchical Latent Variable Models

Peer-reviewed
2001

Bayesian leave-one-out cross-validation approximations for Gaussian latent variable models

Peer-reviewed
Open access
2016

A Critical Look at the Consistency of Causal Estimation with Deep Latent Variable Models

Peer-reviewed
Open access
2021

gllvm : Generalized Linear Latent Variable Models

Open access
2017

Graph Visualization With Latent Variable Models

Peer-reviewed
2010

A Topography-Preserving Latent Variable Model with Learning Metrics

Peer-reviewed
2001

Efficient estimation of generalized linear latent variable models

Peer-reviewed
Open access
DOI
10.1371/journal.pone.0216129
2019

Variational Approximations for Generalized Linear Latent Variable Models

Peer-reviewed
Open access
DOI
10.1080/10618600.2016.1164708
2017