By Philipp Wolfrum, Christoph von der Malsburg (auth.), Joaquim Marques de Sá, Luís A. Alexandre, Włodzisław Duch, Danilo Mandic (eds.)
This e-book is a part of a two-volume set that constitutes the refereed lawsuits of the seventeenth foreign convention on man made Neural Networks, ICANN 2007, held in Porto, Portugal, in September 2007. The 197 revised complete papers awarded have been conscientiously reviewed and chosen from 376 submissions. This moment quantity includes ninety nine contributions regarding computational neuroscience, neurocognitive reviews, functions in biomedicine and bioinformatics, trend attractiveness, facts clustering, self-organization, textual content mining and net purposes, sign and instances sequence processing, imaginative and prescient and snapshot processing, robotics, regulate, genuine global purposes, autonomous part research, graphs, emotion and a spotlight: empirical findings and neural types, in addition to knowing and growing cognitive systems.
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Extra info for Artificial Neural Networks – ICANN 2007: 17th International Conference, Porto, Portugal, September 9-13, 2007, Proceedings, Part II
When considering a functional unit, (Min , Tin ) is the incoming information on input i and (Mout , Tout ) the outgoing information. Spatial integration. Since a functional unit can receive several inputs, spatial integration is needed. This is where excitatory or inhibitory signals will be handled differently and where the different modalities will be combined either linearly or not depending of the role of the unit. For the magnitude, the combination uses classical addition and multiplication, whereas for the type, classical fuzzy operators are used .
Note also that the magnitude ˜ is bounded : if ∀t, α(t) = 1 (its maximum value), then Mmax = is bounded if M kR ˜ Mmax . 1−kL . Type. Temporally integrating the type means to construct a new type based on the type at t − Δt and on the new incoming one T˜(t). On the one hand, (i) the importance that the latter should have in the combination depends on its consistency with the former (the more consistent it is, the more impact it has) but on the other hand, (ii) a repeatedly inconsistent incoming information should, after some time, trigger a shift of priority and make the incoming information paramount.
References 1. : The Merging of the Senses. The MIT Press, Cambridge, MA (1993) 2. : Converging Influences from Visual, Auditory and Somatosensory Cortices onto Output Neurons of the Superior Colliculus. J. Neurophysiol. 69, 1797–1809 (1993) 3. : Behavioral Indices of Multisensory Integration: Orientation of Visual Cues is Affected by Auditory Stimuli. J. Cogn. Neurosci. 1, 12–24 (1989) 18 C. Cuppini et al. 4. : Mechanisms of Within- and Cross-Modality Suppression in the Superior Colliculus. J. Neurophysiol.