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1

Simplified neuron model as a principal component analyzer

Journal:

Journal of Mathematical Biology

Year:

1982

Language:

english

File:

PDF, 324 KB

english, 1982

2

[Lecture Notes in Computer Science] Artificial Neural Networks – ICANN 2006 Volume 4131 || Recurrent Neural Networks Are Universal Approximators

Kollias, Stefanos D., Stafylopatis, Andreas, Duch, Włodzisław, Oja, Erkki

Year:

2006

Language:

english

File:

PDF, 358 KB

english, 2006

3

Unsupervised learning in neural computation

Journal:

Theoretical Computer Science

Year:

2002

Language:

english

File:

PDF, 247 KB

english, 2002

4

Independent component analysis for artefact separation in astrophysical images

Maria Funaro, Erkki Oja, Harri Valpola

Journal:

Neural Networks

Year:

2003

Language:

english

File:

PDF, 415 KB

english, 2003

5

Principal components, minor components, and linear neural networks

Journal:

Neural Networks

Year:

1992

Language:

english

File:

PDF, 731 KB

english, 1992

6

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

7

Linear and Nonlinear Projective Nonnegative Matrix Factorization

Zhirong Yang,, Oja, Erkki

Journal:

IEEE Transactions on Neural Networks

Year:

2010

Language:

english

File:

PDF, 581 KB

english, 2010

8

NEURAL NETWORKS, PRINCIPAL COMPONENTS, AND SUBSPACES

Journal:

International Journal of Neural Systems

Year:

1989

Language:

english

File:

PDF, 385 KB

english, 1989

9

Learning the Information Divergence

Dikmen, Onur, Yang, Zhirong, Oja, Erkki

Journal:

IEEE Transactions on Pattern Analysis and Machine Intelligence

Year:

2015

Language:

english

File:

PDF, 1.29 MB

english, 2015

10

[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

11

Probabilistic and non-probabilistic Hough transforms: overview and comparisons

Heikki Kälviäinen, Petri Hirvonen, Lei Xu, Erkki Oja

Journal:

Image and Vision Computing

Year:

1995

Language:

english

File:

PDF, 1.75 MB

english, 1995

12

The nonlinear PCA learning rule in independent component analysis

Journal:

Year:

1997

Language:

english

File:

PDF, 1.29 MB

english, 1997

13

[Lecture Notes in Computer Science] Artificial Neural Networks and Neural Information Processing — ICANN/ICONIP 2003 Volume 2714 || Neural Networks Applied to Electromagnetic Compatibility (EMC) Simulations

Kaynak, Okyay, Alpaydin, Ethem, Oja, Erkki, Xu, Lei

Year:

2003

Language:

english

File:

PDF, 309 KB

english, 2003

14

The FastICA Algorithm Revisited: Convergence Analysis

Oja, Erkki, Yuan, Zhijian

Journal:

IEEE Transactions on Neural Networks

Year:

2006

Language:

english

File:

PDF, 393 KB

english, 2006

15

[Lecture Notes in Computer Science] Artificial Neural Networks and Neural Information Processing — ICANN/ICONIP 2003 Volume 2714 || On a Dynamic Wavelet Network and Its Modeling Application

Kaynak, Okyay, Alpaydin, Ethem, Oja, Erkki, Xu, Lei

Year:

2003

Language:

english

File:

PDF, 318 KB

english, 2003

16

[Lecture Notes in Computer Science] Artificial Neural Networks – ICANN 2006 Volume 4132 || Extracting Motion Primitives from Natural Handwriting Data

Kollias, Stefanos, Stafylopatis, Andreas, Duch, Włodzisław, Oja, Erkki

Year:

2006

Language:

english

File:

PDF, 411 KB

english, 2006

17

[Lecture Notes in Computer Science] Artificial Neural Networks: Biological Inspirations – ICANN 2005 Volume 3696 || Face Detection Using Convolutional Neural Networks and Gabor Filters

Duch, Włodzisław, Kacprzyk, Janusz, Oja, Erkki, Zadrożny, Sławomir

Year:

2005

Language:

english

File:

PDF, 442 KB

english, 2005

18

[Lecture Notes in Computer Science] Artificial Neural Networks – ICANN 2006 Volume 4131 || Reinforcement Learning with Echo State Networks

Kollias, Stefanos D., Stafylopatis, Andreas, Duch, Włodzisław, Oja, Erkki

Year:

2006

Language:

english

File:

PDF, 354 KB

english, 2006

19

The effects of family systems medicine training on the practice orientations of general practitioners.

Kiuttu, Jorma, Larivaara, Pekka, Väisänen, Erkki, Keinänen-Kiukaanniemi, Sirkka, Oja, Hannu

Journal:

Families, Systems & Health

Year:

1996

Language:

english

File:

PDF, 1.27 MB

english, 1996

20

[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

21

Fibroblast surface antigen (SF): THE external glycoprotein lost in proteolytic stimulation and malignant transformation

Jorma Keski-Oja, Antti Vaheri, Erkki Ruoslahti

Journal:

International Journal of Cancer

Year:

1976

Language:

english

File:

PDF, 901 KB

english, 1976

22

Fibroblast surface antigen (SF): Molecular properties, distribution in vitro and in vivo, and altered expression in transformed cells

Antti Vaheri, Erkki Ruoslahti, Ewert Linder, Jorma Wartiovaara, Jorma Keski-Oja, Pentti Kuusela, Olli Saksela

Journal:

Journal of Cellular Biochemistry

Year:

1976

Language:

english

File:

PDF, 532 KB

english, 1976

23

An analysis of convergence for a learning version of the subspace method

Erkki Oja, Juha Karhunen

Journal:

Journal of Mathematical Analysis and Applications

Year:

1983

Language:

english

File:

PDF, 544 KB

english, 1983

24

On stochastic approximation of the eigenvectors and eigenvalues of the expectation of a random matrix

Erkki Oja, Juha Karhunen

Journal:

Journal of Mathematical Analysis and Applications

Year:

1985

Language:

english

File:

PDF, 676 KB

english, 1985

25

Projection filter, Wiener filter, and Karhunen-Loève subspaces in digital image restoration

Hidemitsu Ogawa, Erkki Oja

Journal:

Journal of Mathematical Analysis and Applications

Year:

1986

Language:

english

File:

PDF, 740 KB

english, 1986

26

The ALSM algorithm — an improved subspace method of classification

Erkki Oja, Maija Kuusela

Journal:

Pattern Recognition

Year:

1983

Language:

english

File:

PDF, 554 KB

english, 1983

27

A new curve detection method: Randomized Hough transform (RHT)

Lei Xu, Erkki Oja, Pekka Kultanen

Journal:

Pattern Recognition Letters

Year:

1990

Language:

english

File:

PDF, 1.39 MB

english, 1990

28

Co-occurrence map: Quantizing multidimensional texture histograms

Erkki Oja, Kimmo Valkealahti

Journal:

Pattern Recognition Letters

Year:

1996

Language:

english

File:

PDF, 549 KB

english, 1996

29

Houghtool — A software package for the use of the Hough transform

Heikki Kälviäinen, Petri Hirvonen, Erkki Oja

Journal:

Pattern Recognition Letters

Year:

1996

Language:

english

File:

PDF, 496 KB

english, 1996

30

Class distributions on SOM surfaces for feature extraction and object retrieval

Jorma T. Laaksonen, J. Markus Koskela, Erkki Oja

Journal:

Neural Networks

Year:

2004

Language:

english

File:

PDF, 263 KB

english, 2004

31

Modified Hebbian learning for curve and surface fitting

Lei Xu, Erkki Oja, Ching Y. Suen

Journal:

Neural Networks

Year:

1992

Language:

english

File:

PDF, 1.24 MB

english, 1992

32

Robust fitting by nonlinear neural units

Erkki Oja, Liuyue Wang

Journal:

Neural Networks

Year:

1996

Language:

english

File:

PDF, 878 KB

english, 1996

33

Exploratory analysis of climate data using source separation methods

Alexander Ilin, Harri Valpola, Erkki Oja

Journal:

Neural Networks

Year:

2006

Language:

english

File:

PDF, 1.77 MB

english, 2006

34

Independent component analysis and beyond

Erkki Oja, Stefan Harmeling, Luis Almeida

Journal:

Signal Processing

Year:

2004

Language:

english

File:

PDF, 146 KB

english, 2004

35

Texture discrimination with multidimensional distributions of signed gray-level differences

Timo Ojala, Kimmo Valkealahti, Erkki Oja, Matti Pietikäinen

Journal:

Pattern Recognition

Year:

2001

Language:

english

File:

PDF, 1.17 MB

english, 2001

36

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

37

PicSOM – content-based image retrieval with self-organizing maps

Jorma Laaksonen, Markus Koskela, Sami Laakso, Erkki Oja

Journal:

Pattern Recognition Letters

Year:

2000

Language:

english

File:

PDF, 232 KB

english, 2000

38

Clustering properties of hierarchical self-organizing maps

Jouko Lampinen, Erkki Oja

Journal:

Journal of Mathematical Imaging and Vision

Year:

1992

Language:

english

File:

PDF, 968 KB

english, 1992

39

A theory for the acquisition and loss of neuron specificity in visual cortex

Leon N Cooper, Fishel Liberman, Erkki Oja

Journal:

Biological Cybernetics

Year:

1979

Language:

english

File:

PDF, 1.81 MB

english, 1979

40

Methods for adaptive combination of classifiers with application to recognition of handwritten characters

Matti Aksela, Ramunas Girdziusas, Jorma Laaksonen, Erkki Oja, Jari Kangas

Journal:

International Journal on Document Analysis and Recognition (IJDAR)

Year:

2003

Language:

english

File:

PDF, 275 KB

english, 2003

41

The Evolving Tree—A Novel Self-Organizing Network for Data Analysis

Jussi Pakkanen, Jukka Iivarinen, Erkki Oja

Journal:

Neural Processing Letters

Year:

2004

Language:

english

File:

PDF, 187 KB

english, 2004

42

Orthogonal nonnegative learning for sparse feature extraction and approximate combinatorial optimization

Erkki Oja, Zhirong Yang

Journal:

Frontiers of Electrical and Electronic Engineering

Year:

2010

Language:

english

File:

PDF, 322 KB

english, 2010

43

Statistical Shape Features for Content-Based Image Retrieval

Sami Brandt, Jorma Laaksonen, Erkki Oja

Journal:

Journal of Mathematical Imaging and Vision

Year:

2002

Language:

english

File:

PDF, 1.22 MB

english, 2002

44

[Lecture Notes in Computer Science] Artificial Neural Networks – ICANN 2006 Volume 4131 || A Neural Network Model of Metaphor Understanding with Dynamic Interaction Based on a Statistical Language Analysis

Kollias, Stefanos D., Stafylopatis, Andreas, Duch, Włodzisław, Oja, Erkki

Year:

2006

Language:

english

File:

PDF, 401 KB

english, 2006

45

[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

46

[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

47

[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

48

Self-Organising Maps as a Relevance Feedback Technique in Content-Based Image Retrieval

Jorma Laaksonen, Markus Koskela, Sami Laakso, Erkki Oja

Journal:

Pattern Analysis and Applications

Year:

2001

Language:

english

File:

PDF, 556 KB

english, 2001

49

Neural fitting: Robustness by anti-Hebbian learning

Erkki Oja, Liuyue Wang

Journal:

Year:

1996

Language:

english

File:

PDF, 1.05 MB

english, 1996

50

Time series prediction competition: The CATS benchmark

Amaury Lendasse, Erkki Oja, Olli Simula, Michel Verleysen

Journal:

Year:

2007

Language:

english

File:

PDF, 224 KB

english, 2007