- HIERARCHICAL MODELS OF VARIANCE SOURCES Harri Valpola, Markus Harva and Juha Karhunen
- The Nonlinear PCA Criterion in Blind Source Separation: Relations with Other Approaches
- SUPPRESSION OF BITPULSED JAMMER SIGNALS IN DSCDMA ARRAY SYSTEM USING INDEPENDENT COMPONENT ANALYSIS
- Advances in Nonlinear Blind Source Separation Christian Jutten
- An Experimental Comparison of Neural ICA Xavier Giannakopoulos, Juha Karhunen, and Erkki Oja
- List of Publications Prof. Juha Karhunen
- Independent component analysis and blind source separation
- Independent component analysis and blind source separation
- Independent component analysis and blind source separation
- Independent component analysis and blind source separation
- Natural Conjugate Gradient in Variational Inference
- Principal Component Analysis for Large Scale Problems
- Generalizing Independent Component Analysis for Two Related Juha Karhunen, Senior Member, IEEE, and Tomas Ukkonen
- State Inference in Variational Bayesian Nonlinear State-Space Models
- Hierarchical Models of Variance Sources Harri Valpola, Markus Harva and Juha Karhunen 1
- Inter-Cell Interference Cancellation in CDMA Array Systems by Independent Component Analysis
- DELAY ESTIMATION IN CDMA COMMUNICATIONS USING A FAST ICA Razvan Cristescu 1 , Tapani Ristaniemi 2 , Jyrki Joutsensalo 3 , and Juha Karhunen 1
- Neural Approaches to Independent Component Analysis and Source Separation
- Variational Inference and Learning for Continuous-Time Nonlinear State-Space Models
- Bayesian Robust PCA for Incomplete Data Jaakko Luttinen, Alexander Ilin, and Juha Karhunen
- LOCALLY LINEAR INDEPENDENT COMPONENT ANALYSIS Juha Karhunen and Simona M#l#roiu
- Digital Signal Processing 17 (2007) 914934 www.elsevier.com/locate/dsp
- BLIND SEPARATION OF CONVOLVED MIXTURES FOR CDMA SYSTEMS
- International Journal of Neural Systems, Vol. 0, No. 0 (April, 2000) 00{00 World Scienti c Publishing Company
- Accelerating Cyclic Update Algorithms for Parameter Estimation by Pattern Searches
- MISSING VALUES IN HIERARCHICAL NONLINEAR FACTOR ANALYSIS Tapani Raiko, Harri Valpola, Tomas Ostman and Juha Karhunen
- A COMPARISON OF NEURAL ICA ALGORITHMS USING REALWORLD DATA
- BLIND SOURCE SEPARATION USING LEASTSQUARES TYPE ADAPTIVE Juha Karhunen and Petteri Pajunen
- NONLINEAR INDEPENDENT FACTOR ANALYSIS BY HIERARCHICAL Harri Valpola, Tomas Ostman and Juha Karhunen
- An Ensemble Learning Approach to Nonlinear Dynamic Blind Source Separation Using
- Nonlinear Independent Component Analysis J. Karhunen, Helsinki University of Technology, Finland
- Principal Component Analysis for Sparse High-Dimensional Data
- LOCAL INDEPENDENT COMPONENT ANALYSIS USING CLUSTERING Juha Karhunen and Simona Malaroiu
- Master's Programme in Machine Learning and Data Mining Tapani Raiko firstname.lastname@tkk.fi
- Local Linear Independent Component Analysis Based on Clustering
- Journal of Machine Learning Research 8 (2007) 155-201 Submitted 11/04; Revised 12/05; Published 1/07 Building Blocks for Variational Bayesian Learning of Latent Variable
- JAMMER CANCELLATION IN DS-CDMA ARRAYS: PRE AND POST
- An Experimental Comparison of Neural Algorithms for Independent Component Analysis and Blind Separation
- 0.1 Bayesian modeling and variational learning: introduc-Unsupervised learning methods are often based on a generative approach where the goal
- Variational Bayesian learning of generative models
- IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, VOL. 5, NO. 1, JANUARY 2006 1 Jammer Suppression in DS-CDMA Arrays
- List of Publications Prof. Juha Karhunen
- Blind and semi-blind source Erkki Oja, Alexander Ilin, Zhirong Yang, Zhijian Yuan, Jaakko Luttinen
- An Unsupervised Ensemble Learning Method for Nonlinear Dynamic StateSpace Models
- BUILDING BLOCKS FOR HIERARCHICAL LATENT VARIABLE MODELS Harri Valpola, Tapani Raiko and Juha Karhunen
- Bayesian learning of latent variable models
- Bayesian ensemble learning of generative models
- APPLICATIONS OF NEURAL BLIND SEPARATION TO SIGNAL AND IMAGE PROCESSING
- NONLINEAR INDEPENDENT COMPONENT ANALYSIS USING ENSEMBLE LEARNING: EXPERIMENTS AND DISCUSSION
- CURRICULUM VITAE Prof. Juha Karhunen
- JAMMER MITIGATION IN DSCDMA ARRAY SYSTEM USING INDEPENDENT COMPONENT ANALYSIS
- Applications of independent component analysis
- Bayesian learning of latent variable models
- List of Publications Prof. Juha Karhunen
- Robust PCA methods for complete and missing data Juha Karhunen
- CURRICULUM VITAE Prof. Juha Karhunen
- Finding Dependent and Independent Components from Two Related Data Sets
- A Canonical Correlation Analysis Based Method for Improving BSS of Two Related Data Sets
