Effect of asynchronous updating on the stability of cellular automata Oriantal babe free web chat london
An in vitro experiment has demonstrated the feasibility of this using Poisson spike trains (Z. Studies of the stomatogastric ganglion of the lobster have demonstrated that the dynamic properties of the ganglion change as a result of changes in the neurophysical and neurohumoral environment. Although neurophysiological evidence is lacking, it is conceivable that the metastability of the hippocampal place cell system extends to other cortical systems as well, including memory. This results in different neurophysiological properties for the component neurons and radically different activation patterns for the assembly as a whole cite. In that case, memory itself would be a context dependent, metastable process. Although strongly suggested by experimental evidence, such a view of cognition raises deep questions about the nature of mind. Since neurons appear to be markedly restricted in their behavioral repertoire, limited mostly to the generation of spike trains, and since they possess multiple efferent and afferent connections, it is presumed that the informational content of a neuron's activity is expressed in its pattern of spike trains. The neurophysiological basis for mental representations is thus thought due to the encoding of information in neural spike trains. Although the instantaneous firing rates varied reliably over a range of 80-100 Hz, the actual pattern of spike trains generated in any given run provided only a very noisy estimate of the rate pattern. The only reliable correlate to the stimulus was the pattern of instantaneous rate. Neurons die at a steady rate throughout life yet little impact is noted at the behavioral level until such neuronal loss is well advanced either through advanced age or illness.While cognitivism gives rise to the concept of cognition as an algorithm acting upon mental representations, it is an open problem how to conceptualize the situated cognition view of mind as a nonrepresentational, emergent phenomenon arising out of the interaction between the brain and its environment. Different spike trains correspond to different messages. Encoding by means of spike trains is not without problems. Moreover the timing of individual spikes appeared to be random, having the characteristics of a non-homogeneous Poisson point process (G. Rate encoding suffers from serious problems related to insufficient bandwidth. The response of the postsynaptic membrane in terms of the MEEP induced by a single quantum of neurotransmitter can vary as much as 40 fold (A. It is reasonable to assume that there should be a stable correspondence between the encoding of a stimulus and the stimulus itself.There has been considerable interest during the past decade in neurophysiological models of mental representations.These models have frequently suffered from problems of stability, lack of robustness under external inputs and noise and a lack of real time implementation.Thus the response of a neuron may depend not only upon the external environment but also upon its internal environment. Dostrovsky, 1971) are neurons located in the CA1 region of the rat hippocampus which show tuning of their firing rates in response to the animal being located in specific locations in the physical environment which it inhabits. Mc Naughton, 1996) have been able to track the neural response patterns of a behaving animal or several days. Memories would not be stored in an invariant form but would be created on the spot given a specific context. Even if the internal environment appears to be relatively stable, neuronal responses show considerable metastability. Using permanently implanted electrodes, Mc Naughton That this is likely has been suggested by research into the nature of autobiographical memory (U. This in turns poses a serious challenge for those models of memory which posit a representation of a memory in terms of some static property of the system.
In TIGo RS, an external transient stimulus induces a clustering of the resulting output patterns within a small region of the pattern space.This has produced a new paradigm, that of embodied and situated cognition. It is no longer feasible to view cognition as occurring solely within some abstract realm, internal to the organism, independent of the body which supports it, and independent of the environment. Cell assemblies are presumed to reflect information in their patterns of activity and individual cells are free to participate in many different cell assemblies. Newsome, 1994) obtained a series of 210 spike train recordings from a single cortical neuron in extrastriate visual cortex in a macaque monkey in response to repeated presentations of an identical pattern of dynamic random dots.It has now become apparent that many cognitive processes exhibited by nonhuman animals depend critically upon the physical characteristics of the animal's body, and upon its environment (H. The environment is now seen as an integral component of an animal's cognition. Cell assemblies are dynamic entities which pass information to other cell assemblies by virtue of their neural connectivities. The resulting raster diagram reveals a clear pattern of systematic variation of response manifest as an impression of vertical contours throughout the raster.The goal of this paper is to shed some light upon this problem by focusing upon one particular issue in the theory of representations, namely the problem of stability. Support for this notion came from the discovery of neurons having firing rates which appeared to be selectively tuned to specific features of stimuli such as auditory frequency (R. A precise temporal code in which the precise timings of individual spikes would encode information would be preferable since the information carrying capacity would be significantly enhanced. Softky, 1994) A neural code, regardless of its nature, must meet several other conditions in order to be plausible as an encoding mechanism to be utilized by biological neural systems. This appears to be the case with rate encoding but in the case of temporal encoding one must generalize the `stimulus' to include the totality of the external and internal environments of the organism and not just the stimulus applied by the experimenter. al., 1996) involved animals trained in a particular track for more than one week, who were then exposed to the familiar environment, then exposed for 1 hour to a non familiar environment and then returned to the original environment.Early theories concerning the neurophysiological basis of mental representations assumed a one-one correspondence between individual cells and environmental objects or events. Pfeiffer, 1966) or, in the case of vision, line orientation or direction of motion (D. Such an interpretation meets serious opposition unless the apparent noise in the spike trains of individual neurons is reinterpreted as part of the information being carried. Unfortunately in order for this to hold, it is necessary to presume that information processing takes place at the dendritic level and requires properties of the dendritic membrane which are not supported by experimental evidence (W. Such encoding much be robust against synaptic noise and random neural drop out. The reliability of synaptic transmission appears to be variable and mediated by such factors as LTP and LTD and quantal neurotransmitter release (C. Consideration must be paid to how neural systems further downstream can read or interpret the encodings of neurons in primary sensory areas. al., 1990) noted that rats introduced into an environment in darkness sometimes exhibited a new distribution of place fields, completely different from that observed during previous sessions in the same environment under illumination. al., 1991) studied rats trained in a cylindrical environment in which a cue card was used to break the rotational symmetry. In many cases the place fields upon return were completely rearranged.
Search for effect of asynchronous updating on the stability of cellular automata:
While providing a more parsimonious explanation than behaviorism, the idea of representation lacks neurophysiological grounding.