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Publications information icon

A Topography-Preserving Latent Variable Model with Learning Metrics

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

Graph Visualization With Latent Variable Models

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

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

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

AN EXPANDED LATENT VARIABLE MODEL OF PSYCHOPATHOLOGY WITH HERITABILITY ESTIMATES

DOI
10.1016/j.euroneuro.2016.09.525
Pezzoli P, Antfolk J, Santtila P
European Neuropsychopharmacology2017Publications information icon

Two-Way Latent Grouping Model for User Preference Prediction

Peer-reviewed
Savia, E.; Puolamäki, K.; Sinkkonen, J.; Kaski, S.
-2005Publications information icon

Latent variable model for high-dimensional point process with structured missingness

Peer-reviewed
Open access
Sinelnikov, Maksim; Haussmann, Manuel; Lähdesmäki, Harri
Proceedings of Machine Learning Research2024Publications information icon

Latent variable mixture modeling in psychiatric research : a review and application

Peer-reviewed
DOI
10.1017/S0033291715002305
Miettunen, J.; Nordström, T.; Kaakinen, M.; Ahmed, A. O.
Psychological medicine2016Publications information icon

Visualizations relevant to the user by multi-view latent variable factorization

Peer-reviewed
DOI
10.1109/ICASSP.2016.7472120
Virtanen, Seppo; Afrabandpey, Homayun; Kaski, Samuel
Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing2016

A Topography-Preserving Latent Variable Model with Learning Metrics

Peer-reviewed
2001

Graph Visualization With Latent Variable Models

2009

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

Peer-reviewed
Open access
2021

Building Blocks for Variational Bayesian Learning of Latent Variable Models

Peer-reviewed
2007

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

Peer-reviewed
Open access
2016

AN EXPANDED LATENT VARIABLE MODEL OF PSYCHOPATHOLOGY WITH HERITABILITY ESTIMATES

DOI
10.1016/j.euroneuro.2016.09.525
2017

Two-Way Latent Grouping Model for User Preference Prediction

Peer-reviewed
2005

Latent variable model for high-dimensional point process with structured missingness

Peer-reviewed
Open access
2024

Latent variable mixture modeling in psychiatric research : a review and application

Peer-reviewed
DOI
10.1017/S0033291715002305
2016

Visualizations relevant to the user by multi-view latent variable factorization

Peer-reviewed
DOI
10.1109/ICASSP.2016.7472120
2016