Research output per year
Research output per year
- 50 - 71 out of 71 results
Search results
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2009
Transformations for Variational Factor Analysis to Speed up Learning
Luttinen, J., Ilin, A. & Raiko, T., 2009, The 14th European Symposium on Artificial Neural Networks (ESANN 2009). Bruges, p. 77-82Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
2 Citations (Scopus) -
Variational Gaussian-Process Factor Analysis for Modeling Spatio-Temporal Data
Luttinen, J. & Ilin, A., 2009, NIPS 2009. Y. Bengio, D. S. & J. Lafferty, C. K. I. W. (eds.). p. 1177-1185Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
35 Citations (Scopus) -
2008
Practical Approaches to Principal Component Analysis in the Presence of Missing Values
Ilin, A. & Raiko, T., 2008, Espoo, p. v, 37 p., (TKK reports in information and computer science; no. 6; TKK-ICS-R6).Research output: Working paper › Professional
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Principal Component Analysis for Sparse High-Dimensional Data
Raiko, T., Ilin, A. & Karhunen, J., 2008, The 14th International Conference on Neural Information Processing (ICONIP 2007). Kitakyushu, p. 566-575Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
20 Citations (Scopus) -
2007
Blind Separation of Nonlinear Mixtures by Variational Bayesian Learning
Honkela, A., Valpola, H., Ilin, A. & Karhunen, J., 2007, In: Digital Signal Processing. 17, 5, p. 914-934Research output: Contribution to journal › Article › Scientific › peer-review
26 Citations (Scopus) -
Finding interesting climate phenomena by exploratory statistical techniques
Ilin, A., Valpola, H. & Oja, E., 2007, Fifth Conference on Artificial Intelligence Applications to Environmental Science, 5AI, as part of the 87th Annual Meeting of the American Meteorological Society, San Antonio, TX, USA, January 2007.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
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Principal Component Analysis for Large Scale Problems with Lots of Missing Values
Raiko, T., Ilin, A. & Karhunen, J., 2007, 18th European Conference on Machine Learning (ECML 2007), Warsaw, Poland, September 17-21, 2007. Kok, J. E. A. (ed.). SPRINGER, p. 691-698Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
45 Citations (Scopus) -
2006
Comparison of BSS Methods for the Detection of Alpha-Activity Components in EEG
Borisov, S., Ilin, A., Vigário, R. & Oja, E., 2006, 6th Int. Conf. on Independent Component Analysis and Blind Signal Separation, ICA 2006, Charleston, SC, USA, March 2006. p. 430-437Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
2 Citations (Scopus) -
Exploratory Analysis of Climate Data Using Source Separation Methods
Ilin, A., Valpola, H. & Oja, E., 2006, In: Neural Networks. 19, 2, p. 155-167Research output: Contribution to journal › Article › Scientific › peer-review
17 Citations (Scopus) -
Extraction of climate components with structured variance
Ilin, A., Valpola, H. & Oja, E., 2006, IEEE World Congress on Computational Intelligence, WCCI 2006, Vancouver, BC, Canada, July 2006. p. 10528-10535Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
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Independent Dynamics Subspace Analysis
Ilin, A., 2006, 14th European Symposium on Artificial Neural Networks, ESANN 2006, Bruges, Belgium, April 2006. p. 345-350Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
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2005
Frequency-Based Separation of Climate Signals
Ilin, A. & Valpola, H., 2005, 9th European Conf. on Principles and Practice of Knowledge Discovery in Databases, PKDD 2005, Porto, Portugal, October 2005. p. 519-526Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
4 Citations (Scopus) -
On the Effect of the Form of the Posterior Approximation in Variational Learning of ICA Models
Ilin, A. & Valpola, H., 2005, In: Neural Processing Letters. 22, 2, p. 183-204Research output: Contribution to journal › Article › Scientific › peer-review
11 Citations (Scopus) -
Semiblind Source Separation of Climate Data Detects El Niño as the Component with the Highest Interannual Variability
Ilin, A., Valpola, H. & Oja, E., 2005, Int. Joint Conf. on Neural Networks, IJCNN 2005, Montréal, Québec, Canada, August 2005. p. 1722-1727Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
12 Citations (Scopus) -
Source Localization of Low- and High-Amplitude Alpha Activity: A Segmental and DSS Analysis
Borisov, S., Ilin, A., Vigário, R. & Kaplan, A., 2005, p. 38, (11th Annual Meeting of Organization for Human Brain Mapping, Toronto, Canada, June 12-16, 2005; Neuroimage, V. 26., Suppl. 1).Research output: Working paper › Professional
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2004
Bayesian versus Constrained Structure Approaches for Source Separation in Post-Nonlinear Mixtures
Ilin, A., Achard, S. & Jutten, S., 2004, International Joint Conference on Neural Networks (IJCNN 2004), Budapest, Hungary, July 25-29, 2004. p. 2181-2186Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
5 Citations (Scopus) -
Nonlinear Dynamical Factor Analysis for State Change Detection
Ilin, A., Valpola, H. & Oja, E., 2004, In: IEEE Transactions on Neural Networks. 15, 3, p. 559-575Research output: Contribution to journal › Article › Scientific › peer-review
19 Citations (Scopus) -
Post-Nonlinear Independent Component Analysis by Variational Bayesian Learning
Ilin, A. & Honkela, A., 2004, 5th Int. Symp. on Independent Component Analysis and Blind Signal Separation (ICA2004), Granada, Spain, September 22-24, 2004. p. 766-773Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
11 Citations (Scopus) -
2003
Bayes Blocks Software Library
Valpola, H., Honkela, A., Harva, M., Ilin, A., Raiko, T. & Östman, T., 2003Research output: Artistic and non-textual form › Software › Scientific
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Nonlinear Blind Source Separation by Variational Bayesian Learning
Valpola, H., Oja, E., Ilin, A., Honkela, A. & Karhunen, J., 2003, In: IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences. E86-A, 3, p. 532-541Research output: Contribution to journal › Article › Scientific › peer-review
24 Citations (Scopus) -
On the Effect of the Form of the Posterior Approximation in Variational Learning of ICA Models
Ilin, A. & Valpola, H., 2003, 4rd International Conference on Independent Component Analysis and Blind Signal Separation, ICA 2003, Nara, Japan, April 2003. p. 915-920Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
11 Citations (Scopus)