Hyvärinen A - Search Results

1

Learning Visual Spatial Pooling by Strong PCA Dimension Reduction.

Hosoya H, Hyvärinen A. Hosoya H, et al. Among authors: hyvarinen a. Neural Comput. 2016 Jul;28(7):1249-64. doi: 10.1162/NECO_a_00843. Epub 2016 May 12. Neural Comput. 2016. PMID: 27171856

2

Emergence of phase- and shift-invariant features by decomposition of natural images into independent feature subspaces.

Hyvärinen A, Hoyer P. Hyvärinen A, et al. Neural Comput. 2000 Jul;12(7):1705-20. doi: 10.1162/089976600300015312. Neural Comput. 2000. PMID: 10935923

3

Consistency of pseudolikelihood estimation of fully visible Boltzmann machines.

Hyvärinen A. Hyvärinen A. Neural Comput. 2006 Oct;18(10):2283-92. doi: 10.1162/neco.2006.18.10.2283. Neural Comput. 2006. PMID: 16907626

4

Optimal approximation of signal priors.

Hyvärinen A. Hyvärinen A. Neural Comput. 2008 Dec;20(12):3087-110. doi: 10.1162/neco.2008.10-06-384. Neural Comput. 2008. PMID: 18624660

5

A two-layer model of natural stimuli estimated with score matching.

Köster U, Hyvärinen A. Köster U, et al. Among authors: hyvarinen a. Neural Comput. 2010 Sep 1;22(9):2308-33. doi: 10.1162/NECO_a_00010. Neural Comput. 2010. PMID: 20569179

6

Unifying Blind Separation and Clustering for Resting-State EEG/MEG Functional Connectivity Analysis.

Hirayama J, Ogawa T, Hyvärinen A. Hirayama J, et al. Among authors: hyvarinen a. Neural Comput. 2015 Jul;27(7):1373-404. doi: 10.1162/NECO_a_00747. Epub 2015 May 14. Neural Comput. 2015. PMID: 25973547

7

A Hierarchical Statistical Model of Natural Images Explains Tuning Properties in V2.

Hosoya H, Hyvärinen A. Hosoya H, et al. Among authors: hyvarinen a. J Neurosci. 2015 Jul 22;35(29):10412-28. doi: 10.1523/JNEUROSCI.5152-14.2015. J Neurosci. 2015. PMID: 26203137 Free PMC article.

8

Orthogonal Connectivity Factorization: Interpretable Decomposition of Variability in Correlation Matrices.

Hyvärinen A, Hirayama J, Kiviniemi V, Kawanabe M. Hyvärinen A, et al. Neural Comput. 2016 Mar;28(3):445-84. doi: 10.1162/NECO_a_00810. Epub 2016 Jan 6. Neural Comput. 2016. PMID: 26735746

9

A mixture of sparse coding models explaining properties of face neurons related to holistic and parts-based processing.

Hosoya H, Hyvärinen A. Hosoya H, et al. Among authors: hyvarinen a. PLoS Comput Biol. 2017 Jul 25;13(7):e1005667. doi: 10.1371/journal.pcbi.1005667. eCollection 2017 Jul. PLoS Comput Biol. 2017. PMID: 28742816 Free PMC article.

10

Simultaneous Estimation of Nongaussian Components and Their Correlation Structure.

Sasaki H, Gutmann MU, Shouno H, Hyvärinen A. Sasaki H, et al. Among authors: hyvarinen a. Neural Comput. 2017 Nov;29(11):2887-2924. doi: 10.1162/neco_a_01006. Epub 2017 Aug 4. Neural Comput. 2017. PMID: 28777730

The precision matrix of the linear components is assumed to be randomly generated by a higher-order process and explicitly parameterized by a parameter matrix. The estimation of the parameter matrix is shown to be particularly simple because using score-matching ( …

The precision matrix of the linear components is assumed to be randomly generated by a higher-order process and explicitly parameteri …

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