By Stefan Wermter, Günther Palm, Mark Elshaw

This state of the art survey includes chosen papers contributed through researchers in clever platforms, cognitive robotics, and neuroscience together with contributions from the MirrorBot venture and from the NeuroBotics Workshop 2004. The study paintings awarded demonstrates major novel advancements in biologically encouraged neural types to be used in clever robotic environments and biomimetic cognitive behavior.

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Neurosci. 27 (2004) 169-192 45. : Neurophysiological mechanisms underlying the understanding and imitation of action. Nature Neuroscience Reviews 2 (2001) 661-670 46. : Premotor cortex and the recognition of motor actions. Cog. Brain Res. 3 (1996) 131-141 47. Schubotz, RI, von Cramon, DY: Sequences of Abstract Nonbiological Stimuli Share Ventral Premotor Cortex with Action Observation and Imagery. J Neurosci. 24 (2004) 5467-5474 48. : Empathy for pain involves the affective but not the sensory components of pain.

Each member of one of these lexical or lexico-semantic categories can, in principle, co-occur with any member of the respective other category. The child learns this, although in real life it usually does not encounter all possible pairings. Some of the words of one class co-occur with some members of the other class, and the resulting word substitutions between strings are sufficient to generalise a rule that links all members of class one to all members of class two. The basis of this learning would be the substitution pattern of words between strings.

Right: Relative peak difference as a function of s/w for optimal ∆ = ∆P ≈ 10 (solid) compared to ∆ = 5 and ∆ = 20 (dashed), and otherwise same parameters as for the left panel. For ∆ = ∆P , the optimum still occurs for s = 2w but is (slightly) below the 25 percent bound. 4 Assembly SD Model So far we have analyzed only a single SD unit. As we will see in the next section, learning and generalization of grammatical rules and categories can be accomplished if several related single SD units group into a functional unit called an assembly SD.

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