A Quantitative Evaluation of the AVITEWRITE Model of Handwriting Learning

Much sensory-motor behavior develops through imitation, as during the learning of handwriting by children. Such complex sequential acts are broken down into distinct motor control synergies, or muscle groups, whose activities overlap in time to generate continuous, curved movements that obey an intense relation between curvature and speed. The Adaptive Vector Integration to Endpoint (AVITEWRITE) model of Grossberg and Paine (2000) proposed how such complex movements may be learned through attentive imitation. The model suggest how frontal, parietal, and motor cortical mechanisms, such as difference vector encoding, under volitional control from the basal ganglia, interact with adaptively-timed, predictive cerebellar learning during movement imitation and predictive performance. Key psycophysical and neural data about learning to make curved movements were simulated, including a decrease in writing time as learning progresses; generation of unimodal, bell-shaped velocity profiles for each movement synergy; size scaling with isochrony, and speed scaling with preservation of the letter shape and the shapes of the velocity profiles; an inverse relation between curvature and tangential velocity; and a Two-Thirds Power Law relation between angular velocity and curvature. However, the model learned from letter trajectories of only one subject, and only qualitative kinematic comparisons were made with previously published human data. The present work describes a quantitative test of AVITEWRITE through direct comparison of a corpus of human handwriting data with the model's performance when it learns by tracing human trajectories. The results show that model performance was variable across subjects, with an average correlation between the model and human data of 89+/-10%. The present data from simulations using the AVITEWRITE model highlight some of its strengths while focusing attention on areas, such as novel shape learning in children, where all models of handwriting and learning of other complex sensory-motor skills would benefit from further research.

The Hippocampus and Cerebellum in Adaptively Timed Learning, Recognition, and Movement

The concepts of declarative memory and procedural memory have been used to distinguish two basic types of learning. A neural network model suggests how such memory processes work together as recognition learning, reinforcement learning, and sensory-motor learning take place during adaptive behaviors. To coordinate these processes, the hippocampal formation and cerebellum each contain circuits that learn to adaptively time their outputs. Within the model, hippocampal timing helps to maintain attention on motivationally salient goal objects during variable task-related delays, and cerebellar timing controls the release of conditioned responses. This property is part of the model's description of how cognitive-emotional interactions focus attention on motivationally valued cues, and how this process breaks down due to hippocampal ablation. The model suggests that the hippocampal mechanisms that help to rapidly draw attention to salient cues could prematurely release motor commands were not the release of these commands adaptively timed by the cerebellum. The model hippocampal system modulates cortical recognition learning without actually encoding the representational information that the cortex encodes. These properties avoid the difficulties faced by several models that propose a direct hippocampal role in recognition learning. Learning within the model hippocampal system controls adaptive timing and spatial orientation. Model properties hereby clarify how hippocampal ablations cause amnesic symptoms and difficulties with tasks which combine task delays, novelty detection, and attention towards goal objects amid distractions. When these model recognition, reinforcement, sensory-motor, and timing processes work together, they suggest how the brain can accomplish conditioning of multiple sensory events to delayed rewards, as during serial compound conditioning.

A Neural Network of Adaptively Timed Reinforcement Learning and Hippocampal Dynamics

A neural model is described of how adaptively timed reinforcement learning occurs. The adaptive timing circuit is suggested to exist in the hippocampus, and to involve convergence of dentate granule cells on CA3 pyramidal cells, and NMDA receptors. This circuit forms part of a model neural system for the coordinated control of recognition learning, reinforcement learning, and motor learning, whose properties clarify how an animal can learn to acquire a delayed reward. Behavioral and neural data are summarized in support of each processing stage of the system. The relevant anatomical sites are in thalamus, neocortex, hippocampus, hypothalamus, amygdala, and cerebellum. Cerebellar influences on motor learning are distinguished from hippocampal influences on adaptive timing of reinforcement learning. The model simulates how damage to the hippocampal formation disrupts adaptive timing, eliminates attentional blocking, and causes symptoms of medial temporal amnesia. It suggests how normal acquisition of subcortical emotional conditioning can occur after cortical ablation, even though extinction of emotional conditioning is retarded by cortical ablation. The model simulates how increasing the duration of an unconditioned stimulus increases the amplitude of emotional conditioning, but does not change adaptive timing; and how an increase in the intensity of a conditioned stimulus "speeds up the clock", but an increase in the intensity of an unconditioned stimulus does not. Computer simulations of the model fit parametric conditioning data, including a Weber law property and an inverted U property. Both primary and secondary adaptively timed conditioning are simulated, as are data concerning conditioning using multiple interstimulus intervals (ISIs), gradually or abruptly changing ISis, partial reinforcement, and multiple stimuli that lead to time-averaging of responses. Neurobiologically testable predictions are made to facilitate further tests of the model.

Neural pathways mediating cross education of motor function

Cross education is the process whereby training of one limb gives rise to enhancements in the performance of the opposite, untrained limb. Despite interest in this phenomenon having been sustained for more than a century, a comprehensive explanation of the mediating neural mechanisms remains elusive. With new evidence emerging that cross education may have therapeutic utility, the need to provide a principled evidential basis upon which to design interventions becomes ever more pressing. Generally, mechanistic accounts of cross education align with one of two explanatory frameworks. Models of the 'cross activation' variety encapsulate the observation that unilateral execution of a movement task gives rise to bilateral increases in corticospinal excitability. The related conjecture is that such distributed activity, when present during unilateral practice, leads to simultaneous adaptations in neural circuits that project to the muscles of the untrained limb, thus facilitating subsequent performance of the task. Alternatively, 'bilateral access' models entail that motor engrams formed during unilateral practise, may subsequently be utilised bilaterally - that is, by the neural circuitry that constitutes the control centres for movements of both limbs. At present there is a paucity of direct evidence that allows the corresponding neural processes to be delineated, or their relative contributions in different task contexts to be ascertained. In the current review we seek to synthesise and assimilate the fragmentary information that is available, including consideration of knowledge that has emerged as a result of technological advances in structural and functional brain imaging. An emphasis upon task dependency is maintained throughout, the conviction being that the neural mechanisms that mediate cross education may only be understood in this context. © 2013 Ruddy and Carson.

An examination of the effects on learning seen in children afforded the opportunity to control the order of repetitions for three novel spatiotemporal sequences

Children were afforded the opportunity to control the order of repetitions for three novel spatiotemporal sequences. The following was predicted: a) children and adults in the self-regulated (SELF) groups would produce faster movement (MT) and reaction times (R T) and greater recall success (RS) during retention compared to the age-matched yoked (YOKE) groups; b) children would choose to switch sequences less often than adults; c) adults would produce faster MT and RT and greater RS than the children during acquisition and retention, independent of experimental group. During acquisition, no effects were seen for RS, however for MT and RT there was a main effect for age as well as block. During retention a main effect for practice condition was seen for RS and failed to reach statistical significance for MT and RT, thus partially supporting our first and second hypotheses. The third hypothesis was not supported.

Examining peer-controlled KR schedules during the learning of a movement-timing task as a function of task experience.

Learners can be provided with feedback in the form of knowledge of results (KR), under self-controlled and peer-controlled schedules. Recently, McRae, Hansen, and Patterson (2015), identified that inexperienced peers can provide KR that can facilitate motor skill acquisition. However, it is currently unknown whether previous task experience differentially impacts how peers present learners with KR and whether this KR impacts motor skill acquisition. In the present study, participants were randomly assigned to become inexperienced peer facilitators, learners with an inexperienced peer, learners with self-control who later became experienced peers, learners with an experienced peer, or learners in a control group. During acquisition learners completed a serial-timing task with a goal of 2500ms and returned approximately twenty four hours later for a delayed retention, time transfer, and pattern transfer test. We predicted that during the delayed tests, learners with self-control would outperform all other groups. Furthermore, we predicted that learners who received KR from experienced peers would outperform learners who received KR from inexperienced peers. However, our results indicated that participants who received peer-controlled and self-controlled KR schedules learned the task in an equivalent manner. Thus, our results are novel as they identify that inexperienced peers can provide KR that is as effective as KR provided by experienced peers and KR requested under self-controlled conditions.

Neural substrates and functional connectivity associated with sleep-dependent and independent consolidation of new motor skills

La mémoire n’est pas un processus unitaire et est souvent divisée en deux catégories majeures: la mémoire déclarative (pour les faits) et procédurale (pour les habitudes et habiletés motrices). Pour perdurer, une trace mnésique doit passer par la consolidation, un processus par lequel elle devient plus robuste et moins susceptible à l’interférence. Le sommeil est connu comme jouant un rôle clé pour permettre le processus de consolidation, particulièrement pour la mémoire déclarative. Depuis plusieurs années cependant, son rôle est aussi reconnu pour la mémoire procédurale. Il est par contre intéressant de noter que ce ne sont pas tous les types de mémoire procédurale qui requiert le sommeil afin d’être consolidée. Entre autres, le sommeil semble nécessaire pour consolider un apprentissage de séquences motrices (s’apparentant à l’apprentissage du piano), mais pas un apprentissage d’adaptation visuomotrice (tel qu’apprendre à rouler à bicyclette). Parallèlement, l’apprentissage à long terme de ces deux types d’habiletés semble également sous-tendu par des circuits neuronaux distincts; c’est-à-dire un réseau cortico-striatal et cortico-cérébelleux respectivement. Toutefois, l’implication de ces réseaux dans le processus de consolidation comme tel demeure incertain. Le but de cette thèse est donc de mieux comprendre le rôle du sommeil, en contrôlant pour le simple passage du temps, dans la consolidation de ces deux types d’apprentissage, à l’aide de l’imagerie par résonnance magnétique fonctionnelle et d’analyses de connectivité cérébrale. Nos résultats comportementaux supportent l’idée que seul l’apprentissage séquentiel requiert le sommeil pour déclencher le processus de consolidation. Nous suggérons de plus que le putamen est fortement associé à ce processus. En revanche, les performances d’un apprentissage visuomoteur s’améliorent indépendamment du sommeil et sont de plus corrélées à une plus grande activation du cervelet. Finalement, en explorant l’effet du sommeil sur la connectivité cérébrale, nos résultats démontrent qu’en fait, un système cortico-striatal semble être plus intégré suite à la consolidation. C’est-à-dire que l’interaction au sein des régions du système est plus forte lorsque la consolidation a eu lieu, après une nuit de sommeil. En opposition, le simple passage du temps semble nuire à l’intégration de ce réseau cortico-striatal. En somme, nous avons pu élargir les connaissances quant au rôle du sommeil pour la mémoire procédurale, notamment en démontrant que ce ne sont pas tous les types d’apprentissages qui requièrent le sommeil pour amorcer le processus de consolidation. D’ailleurs, nous avons également démontré que cette dissociation de l’effet du sommeil est également reflétée par l’implication de deux réseaux cérébraux distincts. À savoir, un réseau cortico-striatal et un réseau cortico-cérébelleux pour la consolidation respective de l’apprentissage de séquence et d’adaptation visuomotrice. Enfin, nous suggérons que la consolidation durant le sommeil permet de protéger et favoriser une meilleure cohésion au sein du réseau cortico-striatal associé à notre tâche; un phénomène qui, s’il est retrouvé avec d’autres types d’apprentissage, pourrait être considéré comme un nouveau marqueur de la consolidation.

Estimulacion magnetica trascraneal en el desempeno motor en enfermedades del sistema nervioso central: Revision Sistematica

Introducción: El uso de la estimulación cerebral no invasiva en procesos de rehabilitación es de gran interés, por cuanto con mediación tecnológica se generan nuevas posibilidades de recuperación motora, a partir de la activación de la corteza cerebral. El objetivo del estudio es establecer la evidencia del uso terapéutico de la EMT, relacionado con el desempeño motor de pacientes con enfermedades del sistema nervioso central. Metodología: Se realizó una revisión sistemática de la literatura. Se incluyeron 10 estudios en el análisis cualitativo que incluyó la evaluación de calidad con la escala de Jadad y del riesgo de sesgo con la herramienta Cochrane. Fueron excluidos 1613 estudios. Se aplicó el protocolo del estudio para la extracción, revisión y validez de los estudios incluidos. Resultados: La evidencia disponible muestra resultados positivos del uso terapéutico de la EMT en el desempeño motor en aspectos como la aceleración, la fuerza de pinza y de agarre, la estabilidad y la fuerza muscular, así como una mejor velocidad de la marcha y una disminución en la frecuencia y severidad de los espasmos. Discusión: La EMT puede constituir una estrategia terapéutica para mejorar el desempeño motor en pacientes con ECV, Lesión Medular y enfermedad de Parkinson, que requiere más investigación por la heterogeneidad de los diseños y medidas de descenlace utilizados, así como por la alta variabilidad interindividual que hace complejo estandarizar los protocolos de su uso terapéutico.

Controle motor em pacientes com doença de Parkinson: terapia do espelho, foco de atenção e tarefa dupla

Conselho Nacional de Desenvolvimento Científico e Tecnológico (CNPq)

Effect of Nintendo Wii (TM)-based motor and cognitive training on activities of daily living in patients with Parkinson's disease: A randomised clinical trial

Objectives To investigate the effect of Nintendo Wii (TM)-based motor cognitive training versus balance exercise therapy on activities of daily living in patients with Parkinson's disease. Design Parallel, prospective, single-blind, randomised clinical trial. Setting Brazilian Parkinson Association. Participants Thirty-two patients with Parkinson's disease (Hoehn and Yahr stages 1 and 2). Interventions Fourteen training sessions consisting of 30 minutes of stretching, strengthening and axial mobility exercises, plus 30 minutes of balance training. The control group performed balance exercises without feedback or cognitive stimulation, and the experimental group performed 10 Wii Fit (TM) games. Main outcome measure Section II of the Unified Parkinson's Disease Rating Scale (UPDRS-II). Randomisation Participants were randomised into a control group (n = 16) and an experimental group (n = 16) through blinded drawing of names. Statistical analysis Repeated-measures analysis of variance (RM-ANOVA). Results Both groups showed improvement in the UPDRS-II with assessment effect (RM-ANOVA P < 0.001, observed power = 0.999). There was no difference between the control group and the experimental group before training {8.9 [standard deviation (SD) 2.9] vs 10.1 (SD 3.8)}, after training [7.6 (SD 2.9) vs 8.1 (SD 3.5)] or 60 days after training [8.1 (SD 3.2) vs 8.3 (SD 3.6)]. The mean difference of the whole group between before training and after training was -0.9 (SD 2.3, 95% confidence interval -1.7 to -0.6). Conclusion Patients with Parkinson's disease showed improved performance in activities of daily living after 14 sessions of balance training, with no additional advantages associated with the Wii-based motor and cognitive training. Registered on http://www.clinicaltrials.gov (identifier: NCT01580787). (C) 2012 Chartered Society of Physiotherapy. Published by Elsevier Ltd. All rights reserved.

Práctica aleatoria y aprendizaje deportivo-motor

[ES] Los efectos de la práctica es un asunto que posee una larga tradición investigadora en el ámbito del aprendizaje motor. En las últimas décadas el interés se ha centrado en analizar si una práctica aleatoria posee unos efectos más favorables que una práctica repetitiva en el aprendizaje. Este fue el objetivo de este estudio en el que participaron voluntariamente cuarenta y ocho estudiantes universitarios.

Learning Two-Person Interaction Models for Responsive Synthetic Humanoids

Imitation learning is a promising approach for generating life-like behaviors of virtual humans and humanoid robots. So far, however, imitation learning has been mostly restricted to single agent settings where observed motions are adapted to new environment conditions but not to the dynamic behavior of interaction partners. In this paper, we introduce a new imitation learning approach that is based on the simultaneous motion capture of two human interaction partners. From the observed interactions, low-dimensional motion models are extracted and a mapping between these motion models is learned. This interaction model allows the real-time generation of agent behaviors that are responsive to the body movements of an interaction partner. The interaction model can be applied both to the animation of virtual characters as well as to the behavior generation for humanoid robots.

Aprendizaje motor en adultos mayores

Esta investigación consiste en una lectura crítica de la bibliografía acerca de la temática del aprendizaje motor en personas adultas mayores y sus implicancias con las prácticas de la Educación Física. Se redefinen y conceptualizan algunos conceptos de primordial interés con relación a la vejez, el proceso de envejecimiento humano y los sujetos que lo transitan. Se intenta poner de relieve que algunas teorías aún vigentes en nuestro medio homologan el concepto de desarrollo humano con el de crecimiento físico, en detrimento de las capacidades de las personas adultas mayores y subestimando las distintas posibilidades motrices que poseen. Se presentan sucintamente las reflexiones elaboradas a partir del registro bibliográfico: se advierte que la fuerza de los mitos y creencias circulantes en nuestro medio enfatizan el alejamiento de muchas personas adultas mayores de las prácticas corporales de la Educación Física, acentuando aun más la exclusión de este grupo de las estructuras sociales

Aprendizaje motor en adultos mayores

Esta investigación consiste en una lectura crítica de la bibliografía acerca de la temática del aprendizaje motor en personas adultas mayores y sus implicancias con las prácticas de la Educación Física. Se redefinen y conceptualizan algunos conceptos de primordial interés con relación a la vejez, el proceso de envejecimiento humano y los sujetos que lo transitan. Se intenta poner de relieve que algunas teorías aún vigentes en nuestro medio homologan el concepto de desarrollo humano con el de crecimiento físico, en detrimento de las capacidades de las personas adultas mayores y subestimando las distintas posibilidades motrices que poseen. Se presentan sucintamente las reflexiones elaboradas a partir del registro bibliográfico: se advierte que la fuerza de los mitos y creencias circulantes en nuestro medio enfatizan el alejamiento de muchas personas adultas mayores de las prácticas corporales de la Educación Física, acentuando aun más la exclusión de este grupo de las estructuras sociales

Aprendizaje motor en adultos mayores

Esta investigación consiste en una lectura crítica de la bibliografía acerca de la temática del aprendizaje motor en personas adultas mayores y sus implicancias con las prácticas de la Educación Física. Se redefinen y conceptualizan algunos conceptos de primordial interés con relación a la vejez, el proceso de envejecimiento humano y los sujetos que lo transitan. Se intenta poner de relieve que algunas teorías aún vigentes en nuestro medio homologan el concepto de desarrollo humano con el de crecimiento físico, en detrimento de las capacidades de las personas adultas mayores y subestimando las distintas posibilidades motrices que poseen. Se presentan sucintamente las reflexiones elaboradas a partir del registro bibliográfico: se advierte que la fuerza de los mitos y creencias circulantes en nuestro medio enfatizan el alejamiento de muchas personas adultas mayores de las prácticas corporales de la Educación Física, acentuando aun más la exclusión de este grupo de las estructuras sociales