409,498 research outputs found

    Investigation of sequence processing: A cognitive and computational neuroscience perspective

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    Serial order processing or sequence processing underlies many human activities such as speech, language, skill learning, planning, problem-solving, etc. Investigating the neural bases of sequence processing enables us to understand serial order in cognition and also helps in building intelligent devices. In this article, we review various cognitive issues related to sequence processing with examples. Experimental results that give evidence for the involvement of various brain areas will be described. Finally, a theoretical approach based on statistical models and reinforcement learning paradigm is presented. These theoretical ideas are useful for studying sequence learning in a principled way. This article also suggests a two-way process diagram integrating experimentation (cognitive neuroscience) and theory/ computational modelling (computational neuroscience). This integrated framework is useful not only in the present study of serial order, but also for understanding many cognitive processes

    From Parallel Sequence Representations to Calligraphic Control: A Conspiracy of Neural Circuits

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    Calligraphic writing presents a rich set of challenges to the human movement control system. These challenges include: initial learning, and recall from memory, of prescribed stroke sequences; critical timing of stroke onsets and durations; fine control of grip and contact forces; and letter-form invariance under voluntary size scaling, which entails fine control of stroke direction and amplitude during recruitment and derecruitment of musculoskeletal degrees of freedom. Experimental and computational studies in behavioral neuroscience have made rapid progress toward explaining the learning, planning and contTOl exercised in tasks that share features with calligraphic writing and drawing. This article summarizes computational neuroscience models and related neurobiological data that reveal critical operations spanning from parallel sequence representations to fine force control. Part one addresses stroke sequencing. It treats competitive queuing (CQ) models of sequence representation, performance, learning, and recall. Part two addresses letter size scaling and motor equivalence. It treats cursive handwriting models together with models in which sensory-motor tmnsformations are performed by circuits that learn inverse differential kinematic mappings. Part three addresses fine-grained control of timing and transient forces, by treating circuit models that learn to solve inverse dynamics problems.National Institutes of Health (R01 DC02852

    Neurosains dalam Pendidikan

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    Neuroscience is a new educational system that studies on the nerve system. Educators generally rarely pay attention to this problem. So that a debate between the two sides of the brain-mind, the soul-body, mind-heart. In neuroscience itself studying neuroanatomy and neurophysiology, both need to be studied in order to improve the quality of learning very enjoyable. The point as a destination, the neuroscience of learning to understand the purpose of education will be up, otherwise do not understand the neuroscience of learning, the goal will not be up

    Can neuroscience construct a literate gendered culture?

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    The construction of boys as a gendered culture is not usually associated with neuroscience. Exceptions are publications and presentations by consultants on boys’ education who adopt a “brain-based” perspective. From a neuroscience perspective, my analysis indicates the selective use of primary neuroscience research to construct and perpetuate generalisations and stereotypic representations of boys as a gendered culture. In this article I draw on data obtained over 12 months from a boys’ school that engaged a consultant on boys’ education. The consultant selectively used neuroscience to construct a hegemonic discourse that constructed boys as a gendered culture. I analyse the consultant’s professional learning sessions, question the veracity of populist claims presented to teachers and indicate the degree to which this discourse about boys’ literacy ability and behaviour influenced the school as they revised their language policy and made commercial decisions. My observations suggest that, over the course of a year, the school uncritically accepted sufficient popular interpretations of primary neuroscience research to fulfil their intention of building a marketable, gendered school culture. I further note the existence of a parallel cognitive discourse around principles of learning that influenced teacher pedagogy. These two discourses allowed the school to meet its aims of i) building a gendered educational culture at a school for boys, ii) placing the school in a competitive education market (both primarily based on the discourse of neuroscience) and iii) meeting the educational needs of their students (based primarily on the discourse of cognitive psychology)

    Autonomous Reinforcement of Behavioral Sequences in Neural Dynamics

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    We introduce a dynamic neural algorithm called Dynamic Neural (DN) SARSA(\lambda) for learning a behavioral sequence from delayed reward. DN-SARSA(\lambda) combines Dynamic Field Theory models of behavioral sequence representation, classical reinforcement learning, and a computational neuroscience model of working memory, called Item and Order working memory, which serves as an eligibility trace. DN-SARSA(\lambda) is implemented on both a simulated and real robot that must learn a specific rewarding sequence of elementary behaviors from exploration. Results show DN-SARSA(\lambda) performs on the level of the discrete SARSA(\lambda), validating the feasibility of general reinforcement learning without compromising neural dynamics.Comment: Sohrob Kazerounian, Matthew Luciw are Joint first author
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