Dynamics of learning with restricted training sets

The dynamics of supervised learning in layered neural networks were studied in the regime where the size of the training set is proportional to the number of inputs. The evolution of macroscopic observables, including the two relevant performance measures can be predicted by using the dynamical replica theory. Three approximation schemes aimed at eliminating the need to solve a functional saddle-point equation at each time step have been derived.

Noise, regularizers, and unrealizable scenarios in online learning from restricted training sets

We study the dynamics of on-line learning in multilayer neural networks where training examples are sampled with repetition and where the number of examples scales with the number of network weights. The analysis is carried out using the dynamical replica method aimed at obtaining a closed set of coupled equations for a set of macroscopic variables from which both training and generalization errors can be calculated. We focus on scenarios whereby training examples are corrupted by additive Gaussian output noise and regularizers are introduced to improve the network performance. The dependence of the dynamics on the noise level, with and without regularizers, is examined, as well as that of the asymptotic values obtained for both training and generalization errors. We also demonstrate the ability of the method to approximate the learning dynamics in structurally unrealizable scenarios. The theoretical results show good agreement with those obtained by computer simulations.

The use of open learning in the training of neurotechnologists:a regional case study

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The impact of a family home-learning program on levels of parental/caregiver efficacy

This study sought to determine if participation in a home education learning program would impact the perceived levels of parental self-efficacy of parents/caregivers who participate in the completion of home-learning assignments and increase their levels of home-learning involvement practices. Also, the study examined the relationship between the parental involvement practice of completing interactive home-learning assignments and the reading comprehension achievement of first grade students. A total of 146 students and their parents/caregivers representing a convenience sample of eight first grade classes participated in the study. Four classes (n=74) were selected as the experimental group and four classes (n=72) served as the control group. There were 72 girls in the sample and 74 boys and the median age was 6 years 6 months. The study employed a quasi-experimental research design utilizing eight existing first grade classes. It examined the effects of a home-learning support intervention program on the perceived efficacy levels of the participating parents/caregivers, as measured by the Parent Perceptions of Parent Efficacy Scale (Hoover-Dempsey, Bassler, & Brissie, 1992) administered on a pre/post basis. The amount and type of parent involvement in the completion of home assignments was determined by means of a locally developed instrument, the H.E.L.P. Parent Involvement Home-learning Scale, administered on a pre/post basis. Student achievement in reading comprehension was measured via the reading subtest of the Brigance, CIB-S pre and post. The elementary students and their parents/caregivers participated in an interactive home-learning intervention program for 12 weeks that required parent/caregiver assistance. Results revealed the experimental group of parents/caregivers had a significant increase in their levels of perceived self-efficacy, p<.001, from the pre to post, and also had significantly increased levels of parental involvement in seven home-learning activities, p<.001, than the control group parents/caregivers. The experimental group students demonstrated significantly higher reading levels than the control group students, p<.001. This study provided evidence that interactive home-learning activities improved the levels of parental self-efficacy and parental involvement in home-learning activities, and improved the reading comprehension of the experimental group in comparison to the control.

The Impact of a Family Home-learning Program on levels of Parental/Caregiver Efficacy

This study sought to determine if participation in a home education learning program would impact the perceived levels of parental self-efficacy of parents/caregivers who participate in the completion of home-learning assignments and increase their levels of home-learning involvement practices. Also, the study examined the relationship between the parental involvement practice of completing interactive home-learning assignments and the reading comprehension achievement of first grade students. A total of 146 students and their parents/caregivers representing a convenience sample of eight first grade classes participated in the study. Four classes (n=74) were selected as the experimental group and four classes (n=72) served as the control group. . There were 72 girls in the sample and 74 boys and the median age was 6 years 6 months. The study employed a quasi-experimental research design utilizing eight existing first grade classes. It examined the effects of a home-learning support intervention program on the perceived efficacy levels of the participating parents/care¬givers, as measured by the Parent Perceptions of Parent Efficacy Scale (Hoover-Dempsey, Bassler, & Brissie, 1992) administered on a pre/post basis. The amount and type of parent involvement in the completion of home assignments was determined by means of a locally developed instrument, the H.E.L.P. Parent Involvement Home-learning Scale, administered on a pre/post basis. Student achievement in reading comprehension was measured via the reading subtest of the Brigance, CIB-S pre and post. The elementary students and their parents/caregivers participated in an interactive home-learning intervention program for 12 weeks that required parent/caregiver assistance. Results revealed the experimental group of parents/caregivers had a significant increase in their levels of perceived self-efficacy, p<.001, from the pre to post, and also had significantly increased levels of parental involvement in seven home-learning activities, p<.001, than the control group parents/caregivers. The experimental group students demonstrated significantly higher reading levels than the control group students, p<.001. This study provided evidence that interactive home-learning activities improved the levels of parental self-efficacy and parental involvement in home-learning activities, and improved the reading comprehension of the experimental group in comparison to the control.

Evaluation Framework EFI for Measuring the Impact of Learning, Education and Training

This article introduces the Evaluation Framework EFI for the Impact Measurement of learning, education and training: The Evaluation Framework for Impact Measurement was developed for specifying the evaluation phase and its objectives and tasks within the IDEAL Reference Model for the introduction and optimization of quality development within learning, education and training. First, a description of the Evaluation Framework for Impact Measurement will be provided, followed by a brief overview of the IDEAL Reference Model. Finally, an example for the implementation of the Evaluation Framework for Impact Measurement within the ARISTOTELE project is presented.

Integration of learning and practice as part of the educational system development in Eritrea. "School Management" - a distance learning program by technical university of Kaiserslautern

The distance learning program "School Management" supports decision makers at the school and ministerial levels in the shaping of formal and informal learning processes at different levels in schools and curricula in Eritrea. This paper examines how the distance learning program is interconnected to educational system development. (DIPF/Orig.)

Results of a mindfulness-based social-emotional learning program on portuguese elementary students and teachers: a quasi-experimental study

Recently, mindfulness-based social-emotional learning (SEL) approaches have been taught to children in some schools. Due to deficient methodological consistency observed in most studies, their results should be interpreted with caution. Moreover, research on how mindfulness-based SEL approaches benefit teachers is scarce, and the majority of these studies have been conducted in English-speaking countries; therefore, it is uncertain whether these approaches are suited to other cultural backgrounds. The aim of the present study was to evaluate the efficacy of the MindUp curriculum, an SEL program through mindfulness practice for Portuguese students and teachers. Participants included 454 3rd and 4th grade students and 20 teachers from state schools. A quasiexperimental (pre- and post-test) study compared outcomes for an experimental group with a waitlist control group. Data were collected from teachers and children through self-report measures. Results showed that over 50 % of the children who participated in the MindUp program scored above the control group mean in their ability to regulate emotions, to experience more positive affect, and to be more self-compassionate, and over 50 % scored lower in negative affect. In the group of teachers, over 80 % scored above the control group mean in observing, in personal accomplishment, and in self-kindness. Our results contribute to the recent research on the potential added value of mindfulness practices to a SEL program and strengthen the importance for teachers and students of adding to the academic curriculum a SEL program through mindfulness practices.

AS INTERFACES DA PROMOÇÃO DA SAÚDE E UM PROGRAMA DE APRENDIZAGEM PROFISSIONAL

O trabalho desenvolvido com adolescentes, pensando na promoção de sua saúde, bem como em seu desenvolvimento saudável por meio de espaços que atendam suas necessidades, tem sido de responsabilidade também de organizações sociais. Em especial, quando se tem o objetivo de prepará- los para o mundo do trabalho, porém com uma proposta mais ampla, ou seja, como uma preparação para suas relações na vida, pela passagem de um processo de aprendizagem, de amadurecimento, por meio da construção de ações significativas para vida. Esta é a proposta do Centro de Orientação ao Adolescente de Campinas COMEC , organização não governamental, que conta com um Progr ama de Aprendizagem Profissional- PAP . Sendo assim, esse estudo tem como objetivo caracterizar, por meio de prontuários, uma amostra de 280 adolescentes, compreender a percepção deles no processo vivido e identificar as expectativas na admissão, demissão e desligamento do programa - PAP. A pesquisa teve como participantes adolescentes de 14 a 17 anos, do gênero feminino e masculino, do ensino fundamental e médio (7ª série E.F até 3ª série E.M). Os formulários foram preenchidos em três momentos: primeiro quando o adolescente participava da seleção para ingressar no programa, segundo, quando ele iniciava o trabalho na empresa e no término do contrato do adolescente com o programa. Os resultados obtidos por meio dos prontuários dos adolescentes mostraram que a percepção que eles têm a respeito do programa é positiva. Perceberam-se sentimentos de medo, insegurança, alegrias e desejos a respeito das atividades que os preparam para a inserção no mercado formal de trabalho, e o quanto o acompanhamento pelo programa permite outro olhar para esta inclusão. Ainda que o trabalho juvenil não seja a solução para as necessidades econômicas de muitas famílias, o trabalho educativo tem sido visto como uma forma de permitir que o adolescente vivencie sua primeira experiência de trabalho, respeitando sua condição de pessoa em desenvolvimento. Porém, em alguns casos, acabam por contribuir de forma significativa no orçamento familiar.(AU)

AS INTERFACES DA PROMOÇÃO DA SAÚDE E UM PROGRAMA DE APRENDIZAGEM PROFISSIONAL

O trabalho desenvolvido com adolescentes, pensando na promoção de sua saúde, bem como em seu desenvolvimento saudável por meio de espaços que atendam suas necessidades, tem sido de responsabilidade também de organizações sociais. Em especial, quando se tem o objetivo de prepará- los para o mundo do trabalho, porém com uma proposta mais ampla, ou seja, como uma preparação para suas relações na vida, pela passagem de um processo de aprendizagem, de amadurecimento, por meio da construção de ações significativas para vida. Esta é a proposta do Centro de Orientação ao Adolescente de Campinas COMEC , organização não governamental, que conta com um Progr ama de Aprendizagem Profissional- PAP . Sendo assim, esse estudo tem como objetivo caracterizar, por meio de prontuários, uma amostra de 280 adolescentes, compreender a percepção deles no processo vivido e identificar as expectativas na admissão, demissão e desligamento do programa - PAP. A pesquisa teve como participantes adolescentes de 14 a 17 anos, do gênero feminino e masculino, do ensino fundamental e médio (7ª série E.F até 3ª série E.M). Os formulários foram preenchidos em três momentos: primeiro quando o adolescente participava da seleção para ingressar no programa, segundo, quando ele iniciava o trabalho na empresa e no término do contrato do adolescente com o programa. Os resultados obtidos por meio dos prontuários dos adolescentes mostraram que a percepção que eles têm a respeito do programa é positiva. Perceberam-se sentimentos de medo, insegurança, alegrias e desejos a respeito das atividades que os preparam para a inserção no mercado formal de trabalho, e o quanto o acompanhamento pelo programa permite outro olhar para esta inclusão. Ainda que o trabalho juvenil não seja a solução para as necessidades econômicas de muitas famílias, o trabalho educativo tem sido visto como uma forma de permitir que o adolescente vivencie sua primeira experiência de trabalho, respeitando sua condição de pessoa em desenvolvimento. Porém, em alguns casos, acabam por contribuir de forma significativa no orçamento familiar.(AU)

AS INTERFACES DA PROMOÇÃO DA SAÚDE E UM PROGRAMA DE APRENDIZAGEM PROFISSIONAL

O trabalho desenvolvido com adolescentes, pensando na promoção de sua saúde, bem como em seu desenvolvimento saudável por meio de espaços que atendam suas necessidades, tem sido de responsabilidade também de organizações sociais. Em especial, quando se tem o objetivo de prepará- los para o mundo do trabalho, porém com uma proposta mais ampla, ou seja, como uma preparação para suas relações na vida, pela passagem de um processo de aprendizagem, de amadurecimento, por meio da construção de ações significativas para vida. Esta é a proposta do Centro de Orientação ao Adolescente de Campinas COMEC , organização não governamental, que conta com um Progr ama de Aprendizagem Profissional- PAP . Sendo assim, esse estudo tem como objetivo caracterizar, por meio de prontuários, uma amostra de 280 adolescentes, compreender a percepção deles no processo vivido e identificar as expectativas na admissão, demissão e desligamento do programa - PAP. A pesquisa teve como participantes adolescentes de 14 a 17 anos, do gênero feminino e masculino, do ensino fundamental e médio (7ª série E.F até 3ª série E.M). Os formulários foram preenchidos em três momentos: primeiro quando o adolescente participava da seleção para ingressar no programa, segundo, quando ele iniciava o trabalho na empresa e no término do contrato do adolescente com o programa. Os resultados obtidos por meio dos prontuários dos adolescentes mostraram que a percepção que eles têm a respeito do programa é positiva. Perceberam-se sentimentos de medo, insegurança, alegrias e desejos a respeito das atividades que os preparam para a inserção no mercado formal de trabalho, e o quanto o acompanhamento pelo programa permite outro olhar para esta inclusão. Ainda que o trabalho juvenil não seja a solução para as necessidades econômicas de muitas famílias, o trabalho educativo tem sido visto como uma forma de permitir que o adolescente vivencie sua primeira experiência de trabalho, respeitando sua condição de pessoa em desenvolvimento. Porém, em alguns casos, acabam por contribuir de forma significativa no orçamento familiar.(AU)

Five-Year Review of an International Clinical Research-Training Program

The exponential increase in clinical research has profoundly changed medical sciences. Evidence that has accumulated in the past three decades from clinical trials has led to the proposal that clinical care should not be based solely on clinical expertise and patient values, and should integrate robust data from systematic research. As a consequence, clinical research has become more complex and methods have become more rigorous, and evidence is usually not easily translated into clinical practice. Therefore, the instruction of clinical research methods for scientists and clinicians must adapt to this new reality. To address this challenge, a global distance-learning clinical research-training program was developed, based on collaborative learning, the pedagogical goal of which was to develop critical thinking skills in clinical research. We describe and analyze the challenges and possible solutions of this course after 5 years of experience (2008-2012) with this program. Through evaluation by students and faculty, we identified and reviewed the following challenges of our program: 1) student engagement and motivation, 2) impact of heterogeneous audience on learning, 3) learning in large groups, 4) enhancing group learning, 5) enhancing social presence, 6) dropouts, 7) quality control, and 8) course management. We discuss these issues and potential alternatives with regard to our research and background.

Simulation-based ultrasound-guided central venous cannulation training program

PURPOSE: To propose a simulation-based ultrasound-guided central venous cannulation skills' training program, during residency.METHODS: This study describes the strategies for learning the ultrasound-guided central venous cannulation on low-fidelity bench models. The preparation of bench models, educational goals, processes of skill acquisition, feedback and evaluation methods were also outlined. The training program was based on key references to the subject.RESULTS: It was formulated a simulation-based ultrasound-guided central venous cannulation teaching program on low-fidelity bench models.CONCLUSION: A simulation-based inexpensive, low-stress, no-risk learning program on low-fidelity bench models was proposed to facilitate acquisition of ultrasound-guided central venous cannulation skills by residents-in-training before exposure to the living patient.

Training Primary School Teachers to use E-Learning Technologies – A Pilot Study

In this paper we present a blended learning scenario for training of students in master program “ICT in primary school” carried out in South-West University “Neofit Rilski”. Our approach is based on “face to face” lectures and seminars, SCORM compatible e-learning content with a lot of simulation demonstrations, trainings and self assessment, group problem based learning. Also we discuss the results of the course and attitude of the participants in the course towards used methods and possibilities of application of e-learning in primary schools.