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1

Finding a causal ordering via independent component analysis

Shohei Shimizu, Aapo Hyvärinen, Patrik O. Hoyer, Yutaka Kano

Journal:

Computational Statistics & Data Analysis

Year:

2006

Language:

english

File:

PDF, 183 KB

english, 2006

2

A Fast Fixed-Point Algorithm for Independent Component Analysis

Hyvärinen, Aapo, Oja, Erkki

Journal:

Neural Computation

Year:

1997

Language:

english

File:

PDF, 72 KB

english, 1997

3

Connections Between Score Matching, Contrastive Divergence, and Pseudolikelihood for Continuous-Valued Variables

Hyvarinen, Aapo

Journal:

IEEE Transactions on Neural Networks

Year:

2007

Language:

english

File:

PDF, 131 KB

english, 2007

4

Some extensions of score matching

Aapo Hyvärinen

Journal:

Computational Statistics & Data Analysis

Year:

2007

Language:

english

File:

PDF, 204 KB

english, 2007

5

Nonlinear independent component analysis: Existence and uniqueness results

Aapo Hyvärinen, Petteri Pajunen

Journal:

Neural Networks

Year:

1999

Language:

english

File:

PDF, 695 KB

english, 1999

6

[Adaptive and Learning Systems for Signal Processing, Communications, and Control] Independent Component Analysis Volume 21 || What is Independent Component Analysis?

Hyvärinen, Aapo, Karhunen, Juha, Oja, Erkki

Year:

2001

Language:

english

File:

PDF, 540 KB

english, 2001

7

Blind signal separation and independent component analysis

S.-I Amari, Aapo Hyvarinen, Soo-Young Lee, Te-Won Lee, V.David Sánchez A

Journal:

Year:

2002

Language:

english

File:

PDF, 61 KB

english, 2002

8

Independent component analysis of fMRI group studies by self-organizing clustering

Fabrizio Esposito, Tommaso Scarabino, Aapo Hyvarinen, Johan Himberg, Elia Formisano, Silvia Comani, Gioacchino Tedeschi, Rainer Goebel, Erich Seifritz, Francesco Di Salle

Journal:

Year:

2005

Language:

english

File:

PDF, 1.26 MB

english, 2005

9

Independent component analysis of short-time Fourier transforms for spontaneous EEG/MEG analysis

Aapo Hyvärinen, Pavan Ramkumar, Lauri Parkkonen, Riitta Hari

Journal:

Year:

2010

Language:

english

File:

PDF, 2.53 MB

english, 2010

10

A FAST FIXED-POINT ALGORITHM FOR INDEPENDENT COMPONENT ANALYSIS OF COMPLEX VALUED SIGNALS

BINGHAM, ELLA, HYVÄRINEN, AAPO

Journal:

International Journal of Neural Systems

Year:

2000

Language:

english

File:

PDF, 213 KB

english, 2000

11

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

Hirayama, Jun-ichiro, Ogawa, Takeshi, Hyvärinen, Aapo

Journal:

Neural Computation

Year:

2015

Language:

english

File:

PDF, 1.35 MB

english, 2015

12

Learning Visual Spatial Pooling by Strong PCA Dimension Reduction

Hosoya, Haruo, Hyvärinen, Aapo

Journal:

Neural Computation

Year:

2016

Language:

english

File:

PDF, 1.24 MB

english, 2016

13

Sparse and low-rank matrix regularization for learning time-varying Markov networks

Hirayama, Jun-ichiro, Hyvärinen, Aapo, Ishii, Shin

Journal:

Machine Learning

Year:

2016

Language:

english

File:

PDF, 2.27 MB

english, 2016

14

[Adaptive and Learning Systems for Signal Processing, Communications, and Control] Independent Component Analysis || ICA by Nonlinear Decorrelation and Nonlinear PCA

Hyvärinen, Aapo, Karhunen, Juha, Oja, Erkki

Year:

2001

Language:

english

File:

PDF, 694 KB

english, 2001

15

[IEEE 2019 IEEE 29th International Workshop on Machine Learning for Signal Processing (MLSP) - Pittsburgh, PA, USA (2019.10.13-2019.10.16)] 2019 IEEE 29th International Workshop on Machine Learning for Signal Processing (MLSP) - Self-Supervised Representation Learning from Electroencephalography Signals

Banville, Hubert, Moffat, Graeme, Albuquerque, Isabela, Engemann, Denis-Alexander, Hyvarinen, Aapo, Gramfort, Alexandre

Year:

2019

File:

PDF, 183 KB

2019

16

Blind separation of sources that have spatiotemporal variance dependencies

Aapo Hyvärinen, Jarmo Hurri

Journal:

Signal Processing

Year:

2004

Language:

english

File:

PDF, 229 KB

english, 2004

17

A unifying model for blind separation of independent sources

Aapo Hyvärinen

Journal:

Signal Processing

Year:

2005

Language:

english

File:

PDF, 250 KB

english, 2005

18

Independent component analysis by general nonlinear Hebbian-like learning rules

Aapo Hyvärinen, Erkki Oja

Journal:

Signal Processing

Year:

1998

Language:

english

File:

PDF, 227 KB

english, 1998

19

Topography as a property of the natural sensory world

Aapo Hyvärinen

Journal:

Natural Computing

Year:

2002

Language:

english

File:

PDF, 109 KB

english, 2002

20

The Fixed-Point Algorithm and Maximum Likelihood Estimation for Independent Component Analysis

Aapo Hyvärinen

Journal:

Neural Processing Letters

Year:

1999

Language:

english

File:

PDF, 35 KB

english, 1999

21

Estimating Overcomplete Independent Component Bases for Image Windows

Aapo Hyvärinen, Mika Inki

Journal:

Journal of Mathematical Imaging and Vision

Year:

2002

Language:

english

File:

PDF, 991 KB

english, 2002

22

[Adaptive and Learning Systems for Signal Processing, Communications, and Control] Independent Component Analysis Volume 21 || ICA by Tensorial Methods

Hyvärinen, Aapo, Karhunen, Juha, Oja, Erkki

Year:

2001

Language:

english

File:

PDF, 183 KB

english, 2001

23

[Adaptive and Learning Systems for Signal Processing, Communications, and Control] Independent Component Analysis Volume 21 || ICA by Minimization of Mutual Information

Hyvärinen, Aapo, Karhunen, Juha, Oja, Erkki

Year:

2001

Language:

english

File:

PDF, 120 KB

english, 2001

24

[Adaptive and Learning Systems for Signal Processing, Communications, and Control] Independent Component Analysis Volume 21 || Noisy ICA

Hyvärinen, Aapo, Karhunen, Juha, Oja, Erkki

Year:

2001

Language:

english

File:

PDF, 260 KB

english, 2001

25

Characterization of neuromagnetic brain rhythms over time scales of minutes using spatial independent component analysis

Pavan Ramkumar, Lauri Parkkonen, Riitta Hari, Aapo Hyvärinen

Journal:

Human Brain Mapping

Year:

2012

Language:

english

File:

PDF, 4.09 MB

english, 2012

26

A unifying framework for natural image statistics: spatiotemporal activity bubbles

Aapo Hyvärinen, Jarmo Hurri, Jaakko Väyrynen

Journal:

Year:

2004

Language:

english

File:

PDF, 212 KB

english, 2004

27

Spatiotemporal receptive fields maximizing temporal coherence in natural image sequences

Jarmo Hurri, Jaakko Väyrynen, Aapo Hyvärinen

Journal:

Year:

2004

Language:

english

File:

PDF, 250 KB

english, 2004

28

Estimation of linear non-Gaussian acyclic models for latent factors

Shohei Shimizu, Patrik O. Hoyer, Aapo Hyvärinen

Journal:

Year:

2009

Language:

english

File:

PDF, 232 KB

english, 2009

29

Estimating exogenous variables in data with more variables than observations

Yasuhiro Sogawa, Shohei Shimizu, Teppei Shimamura, Aapo Hyvärinen, Takashi Washio, Seiya Imoto

Journal:

Neural Networks

Year:

2011

Language:

english

File:

PDF, 558 KB

english, 2011

30

Collinear context (and learning) change the profile of the perceptual filter

Ilmari Kurki, Aapo Hyvärinen, Pentti Laurinen

Journal:

Vision Research

Year:

2006

Language:

english

File:

PDF, 227 KB

english, 2006

31

Independent component analysis by general nonlinear Hebbian-like learning rules

Aapo Hyvarinen, Erkki Oja

Journal:

Computer Standards & Interfaces

Year:

1999

Language:

english

File:

PDF, 87 KB

english, 1999

32

Topographic independent component analysis as a model of V1 organization and receptive fields

Aapo Hyvärinen, Patrik O Hoyer

Journal:

Year:

2001

Language:

english

File:

PDF, 163 KB

english, 2001

33

Sparse coding of natural contours

Patrik O Hoyer, Aapo Hyvärinen

Journal:

Year:

2002

Language:

english

File:

PDF, 177 KB

english, 2002

34

Connection between multilayer perceptrons and regression using independent component analysis

Aapo Hyvärinen, Ella Bingham

Journal:

Year:

2003

Language:

english

File:

PDF, 703 KB

english, 2003

35

An alternative approach to infomax and independent component analysis

Aapo Hyvärinen

Journal:

Year:

2002

Language:

english

File:

PDF, 105 KB

english, 2002

36

Imposing sparsity on the mixing matrix in independent component analysis

Aapo Hyvärinen, Karthikesh Raju

Journal:

Year:

2002

Language:

english

File:

PDF, 427 KB

english, 2002

37

A two-layer temporal generative model of natural video exhibits complex-cell-like pooling of simple cell outputs

Jarmo Hurri, Aapo Hyvärinen

Journal:

Year:

2003

Language:

english

File:

PDF, 255 KB

english, 2003

38

Independent component analysis in the presence of Gaussian noise by maximizing joint likelihood

Aapo Hyvärinen

Journal:

Year:

1998

Language:

english

File:

PDF, 520 KB

english, 1998

39

Learning spike-timings based representations of sensory stimuli with leaky integrate-and-fire neurons

Michael Gutmann, Aapo Hyvärinen

Journal:

BMC Neuroscience

Year:

2009

Language:

english

File:

PDF, 169 KB

english, 2009

40

Statistical model of natural stimuli predicts edge-like pooling of spatial frequency channels in V2

Aapo Hyvärinen, Michael Gutmann, Patrik O Hoyer

Journal:

BMC Neuroscience

Year:

2005

Language:

english

File:

PDF, 588 KB

english, 2005

41

Bubbles: a unifying framework for low-level statistical properties of natural image sequences

Hyvärinen, Aapo, Hurri, Jarmo, Väyrynen, Jaakko

Journal:

Journal of the Optical Society of America A

Year:

2003

Language:

english

File:

PDF, 766 KB

english, 2003

42

A two-layer sparse coding model learns simple and complex cell receptive fields and topography from natural images

Aapo Hyvärinen, Patrik O. Hoyer

Journal:

Vision Research

Year:

2001

Language:

english

File:

PDF, 668 KB

english, 2001

43

A multi-layer sparse coding network learns contour coding from natural images

Patrik O Hoyer, Aapo Hyvärinen

Journal:

Vision Research

Year:

2002

Language:

english

File:

PDF, 481 KB

english, 2002

44

Statistical Models of Natural Images and Cortical Visual Representation

Aapo Hyvärinen

Journal:

Topics in Cognitive Science

Year:

2010

Language:

english

File:

PDF, 384 KB

english, 2010

45

[Computational Imaging and Vision] Natural Image Statistics Volume 39 || Independent Component Analysis

Hyvärinen, Aapo, Hurri, Jarmo, Hoyer, Patrik O.

Year:

2009

Language:

english

File:

PDF, 677 KB

english, 2009

46

[Adaptive and Learning Systems for Signal Processing, Communications, and Control] Independent Component Analysis || Nonlinear ICA

Hyvärinen, Aapo, Karhunen, Juha, Oja, Erkki

Year:

2001

Language:

english

File:

PDF, 1.14 MB

english, 2001

47

Validating the independent components of neuroimaging time series via clustering and visualization

Johan Himberg, Aapo Hyvärinen, Fabrizio Esposito

Journal:

Year:

2004

Language:

english

File:

PDF, 1004 KB

english, 2004

48

Testing the ICA mixing matrix based on inter-subject or inter-session consistency

Aapo Hyvärinen

Journal:

Year:

2011

Language:

english

File:

PDF, 1.67 MB

english, 2011

49

Independent component analysis of nondeterministic fMRI signal sources

Vesa Kiviniemi, Juha-Heikki Kantola, Jukka Jauhiainen, Aapo Hyvärinen, Osmo Tervonen

Journal:

Year:

2003

Language:

english

File:

PDF, 535 KB

english, 2003

50

Consistency of Pseudolikelihood Estimation of Fully Visible Boltzmann Machines

Hyvärinen, Aapo

Journal:

Neural Computation

Year:

2006

Language:

english

File:

PDF, 80 KB

english, 2006

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