| 5 | -- | 6 | Allan Kardec Barros, Danilo P. Mandic, Jan Larsen. Introductory Note |
| 7 | -- | 19 | Parham Zolfaghari, Hiroko Kato, Yasuhiro Minami, Atsushi Nakamura, Shigeru Katagiri, Roy Patterson. Dynamic Assignment of Gaussian Components in Modelling Speech Spectra |
| 21 | -- | 28 | Preston D. Frazier, M. F. Chouikha. Effective Parametric Estimation of Non-Gaussian Autoregressive Moving Average Processes Exhibiting Noise with Impulses |
| 29 | -- | 48 | R. Sathish, G. V. Anand. Improved Direction-of-Arrival Estimation Using Wavelet Based Denoising Techniques |
| 49 | -- | 65 | Robert Jenssen, Torbjørn Eltoft, Deniz Erdogmus, José C. Príncipe. Some Equivalences between Kernel Methods and Information Theoretic Methods |
| 67 | -- | 83 | Deniz Erdogmus, Robert Jenssen, Yadunandana N. Rao, José C. Príncipe. Gaussianization: An Efficient Multivariate Density Estimation Technique for Statistical Signal Processing |
| 85 | -- | 95 | Anant Hegde, José Carlos Príncipe, Deniz Erdogmus, Umut Ozertem, Yadunandana N. Rao, Hemanth Peddaneni. Perturbation-Based Eigenvector Updates for On-Line Principal Components Analysis and Canonical Correlation Analysis |
| 97 | -- | 110 | Joseph F. Murray, Kenneth Kreutz-Delgado. Learning Sparse Overcomplete Codes for Images |
| 111 | -- | 122 | Dragan Obradovic, Henning Lenz, Markus Schupfner. Fusion of Map and Sensor Data in a Modern Car Navigation System |