Preface / M.J. Wenger, C. Schuster -- Longitudinal study in cognition and aging / S.D. Edland, R.C. Petersen -- Computational cognitive neuroscience: building and testing biologically plausible computational models of neuroscience, neuroimaging, and behavioral data / F.G. Ashby, V.V. Valentin -- Modeling the role of acetylcholine and hippocampal theta rhythm in memory-guided behavior / M.E. Hasselmo, J. McGaughy, C. Linster -- Modeling amnesia: connectionist and mathematical approaches / J.M.J. Murre, M. Meeter, A.G. Chessa -- Who does what: taking measures / A. Keinan, A. Kaufman, C.C. Hilgetag, I. Meilijson, E. Ruppin -- Generalized component analysis and blind source separation methods for analyzing multichannel brain signals / A. Cichocki -- Quantifying scaling properties in neurophysiological time series / T.C. Ferree, M.A. Kramer, D.J. McGonigle, R.C. Hwa -- Applications of independent component analysis to electroencephalograph / T.-P. Jung, T.-W. Lee