| 2009 | Efficient Vertical Mining of Frequent Closures and Generators. | Laszlo Szathmary, Petko Valtchev, Amedeo Napoli, Robert Godin |
| 2009 | Fast Parallel Estimation of High Dimensional Information Theoretical Quantities with Low Dimensional Random Projection Ensembles. | Zoltn Szab, Andrs Lrincz |
| 2009 | Complete Blind Subspace Deconvolution. | Zoltn Szab |
| 2009 | Estimating Squared-Loss Mutual Information for Independent Component Analysis. | Taiji Suzuki, Masashi Sugiyama |
| 2009 | Canonical Dual Approach to Binary Factor Analysis. | Ke Sun, Shikui Tu, David Yang Gao, Lei Xu |
| 2009 | A Sparsity-Based Method to Solve Permutation Indeterminacy in Frequency-Domain Convolutive Blind Source Separation. | Prasad Sudhakar, Rmi Gribonval |
| 2009 | BSS-Based Feature Extraction for Skin Lesion Image Classification. | Hans Georg Stockmeier, Heidi Bcker, Wolfgang Bumler, Elmar Wolfgang Lang |
| 2009 | Selecting and Weighting Data for Building Consensus Gene Regulatory Networks. | Emma Steele, Allan Tucker |
| 2009 | Blind Extraction of Chaotic Sources from White Gaussian Noise Based on a Measure of Determinism. | Diogo C. Soriano, Ricardo Suyama, Romis Ribeiro Faissol Attux |
| 2009 | Probabilistic Factorization of Non-negative Data with Entropic Co-occurrence Constraints. | Paris Smaragdis, Madhusudana V. S. Shashanka, Bhiksha Raj, Gautham J. Mysore |
| 2009 | Separation of Convolutive Mixtures with Hybrid Sources. | Christine Servire |
| 2009 | Audio Watermark Detection Using Undetermined ICA. | Jongwon Seok, Hafiz Malik |
| 2009 | Bayesian Non-negative Matrix Factorization. | Mikkel N. Schmidt, Ole Winther, Lars Kai Hansen |
| 2009 | Minimum Determinant Constraint for Non-negative Matrix Factorization. | Reinhard Schachtner, Gerhard Pppel, Ana Maria Tom, Elmar Wolfgang Lang |
| 2009 | Binary Nonnegative Matrix Factorization Applied to Semi-conductor Wafer Test Sets. | Reinhard Schachtner, Gerhard Pppel, Elmar Wolfgang Lang |
| 2009 | Blind Separation of Noisy Mixtures of Non-stationary Sources Using Spectral Decorrelation. | Hicham Saylani, Shahram Hosseini, Yannick Deville |
| 2009 | Two-Way Grouping by One-Way Topic Models. | Eerika Savia, Kai Puolamki, Samuel Kaski |
| 2009 | Improvement of the Initialization of ICA Time-Frequency Algorithms for Speech Separation. | Auxiliadora Sarmiento, Sergio Cruces, Ivn Durn |
| 2009 | ART-Based Neural Networks for Multi-label Classification. | Elena P. Sapozhnikova |
| 2009 | ICA Mixture Modeling for the Classification of Materials in Impact-Echo Testing. | Addisson Salazar, Arturo Serrano, Raul Llinares, Luis Vergara, Jorge Igual |
| 2009 | Limitations of the Spectrum Masking Technique for Blind Source Separation. | Gustavo Fernandes Rodrigues, Hani Camille Yehia |
| 2009 | Blind Non-stationnary Sources Separation by Sparsity in a Linear Instantaneous Mixture. | Bertrand Rivet |
| 2009 | Bayesian Solutions to the Label Switching Problem. | Kai Puolamki, Samuel Kaski |
| 2009 | Validity of the Independence Assumption for the Separation of Instantaneous and Convolutive Mixtures of Speech and Music Sources. | Matthieu Puigt, Emmanuel Vincent, Yannick Deville |
| 2009 | Iterative-Shift Cluster-Based Time-Frequency BSS for Fractional-Time-Delay Mixtures. | Matthieu Puigt, Yannick Deville |