859 resultados para Semi-supervised learning


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Relatório de Estágio apresentado à Escola Superior de Educação do Instituto Politécnico de Castelo Branco para cumprimento dos requisitos necessários à obtenção do grau de Mestre em Educação Pré- Escolar e Ensino do 1.º Ciclo do Ensino Básico.

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Relatório de Estágio apresentado à Escola Superior de Educação do Instituto Politécnico de Castelo Branco para cumprimento dos requisitos necessários à obtenção do grau de Mestre em Educação Pré-Escolar e Ensino do 1.º Ciclo do Ensino Básico.

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Relatório de Estágio apresentado à Escola Superior de Educação do Instituto Politécnico de Castelo Branco para cumprimento dos requisitos necessários à obtenção do grau de Mestre em Educação Pré-Escolar e Ensino do 1º Ciclo Básico.

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O presente relatório final de estágio do mestrado em educação pré-escolar e ensino do 1.º ciclo do ensino básico é composto por duas partes. A primeira consiste numa reflexão crítica sobre as Práticas de Ensino Supervisionadas (PES) desenvolvidas no estágio, tanto a nível da Educação Pré-Escolar (PES II) como do 1.º Ciclo do Ensino Básico (PES III), onde se analisam aspetos pedagógicos e didáticos e as competências essenciais aos profissionais, para a promoção de um ensino de qualidade, a partir das práticas realizadas. A segunda parte deste relatório incide sobre o trabalho de investigação desenvolvido. A questão abordada reflete acerca do potencial de uma mala pedagógica concebida para a promoção de situações de exploração da expressão dramática no âmbito da Educação Pré-Escolar. Este estudo enquadra-se numa investigação de natureza qualitativa de caráter exploratório. Utilizamos diversos instrumentos para auxiliar a recolha de dados, nomeadamente, a escala de envolvimento da criança de Laevers (1994), a grelha de observação da exploração dos objetos da mala pedagógica e entrevistas semiestruturadas às crianças e à educadora. A apresentação do estudo inclui enquadramento teórico e os resultados obtidos, dando-se a conhecer as conclusões. Tais resultados permitem entender que as sessões de exploração livre da mala pedagógica e dos objetos contribuíram eficazmente para promover interações entre crianças (sem influência de idade ou sexo) e desenvolver a criatividade e imaginação das mesmas. Ao longo deste trabalho é evidenciada a importância da expressão dramática na Educação Pré-Escolar. Ela coloca, desenvolve e desafia as capacidades de transformação e de imaginação das crianças mediante diversas situações. As malas são objetos simbólicos que potenciam oportunidades para essas capacidades se desenvolverem, criando diversas situações de exploração de jogos dramáticos, num espaço pedagógico, proporcionando momentos de aprendizagens significativas, bem como momentos prazerosos.

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O presente relatório surgiu da nossa investigação e da nossa praxis tanto no contexto da Prática de Ensino Supervisionada em Educação Pré-Escolar, como em Ensino do 1º Ciclo do Ensino Básico, em instituições da cidade de Évora. O principal objetivo foi compreender a finalidade e funcionalidade atribuída pelas crianças à aprendizagem da leitura e da escrita. Neste sentido, foi construído um referencial teórico que sustentou todo o processo de investigação. Desta forma, considero fundamental, contextualizar de forma breve, os ambientes educativos e a conceção da ação educativa que regeu a minha prática. O presente relatório foi construído com base na investigação-ação, levando assim, à utilização de algumas técnicas e instrumentos de recolha de dados, de forma a atingir os objetivos propostos. Ao longo da investigação procurei promover o desenvolvimento da leitura e da escrita, por parte das crianças, no contexto educativo, bem como, promover uma exploração da língua portuguesa articulada com os diversos domínios curriculares. Os resultados que surgiram deste trabalho veem evidenciar que as crianças já apresentam diversos conhecimentos acerca do que é a leitura e a escrita, bem como a sua funcionalidade. Por outro lado, é notória a separação entre a educação pré-escolar e o 1º Ciclo do Ensino Básico, no sentido em que, no primeiro contexto, as crianças apresentam um papel central na aprendizagem, pois tudo é realizado com base nos seus interesses e necessidades, ao passo que, no segundo contexto, as atividades são planeadas para as crianças, mas elas não são participantes nesses processos. Assim, este relatório encontra-se organizado em quatro capítulos. O primeiro capítulo refere-se à fundamentação teórica que sustenta a investigação do tema. O segundo capítulo encontra-se relacionado com a conceção da ação educativa, na qual são apresentados os contextos onde desenvolvi a minha prática. No terceiro capítulo encontra-se a metodologia aplicada ao longo da PES, tendo por base a questão do educador/professor-investigador, bem como a análise, interpretação dos dados obtidos através da entrevista individual semiestruturada e respetivas conclusões. Por fim, no quarto capítulo tecerei implicações e investigações futuras acerca do estudo realizado; Supervised Teaching Practice in Pre-School Education and Teaching of the 1st Basic Education: Learning reading and writing in early childhood (from 3 to 10 years old) Abstract: This report emerged from our research and our praxis both in the context of Supervised Teaching Practice in Pre-School Education, as in teaching of the 1st Cycle of Basic Education in some institutions of the city of Évora. The main objective was to understand the purpose and function assigned by the learners to reading and writing. In this sense, a theoretical framework was created which underpinned the whole process of investigation. In this way, I consider fundamental to contextualize briefly the educational environments and the design of the educational action that conducted my practice. This report was built on the basis of research–action leading to the use of some techniques and tools for data collection in order to achieve the proposed objectives. Throughout the investigation I tried to promote the development of reading and writing by children in the educational context, as well as to promote an exploration of the Portuguese language in conjunction with the diverse curricular areas. The results that have emerged from this work prove that children have already a wide knowledge about what reading and writing are as well as its functionality. On the other hand, it is evident the separation of pre-school education from the first cycle of basic education in the sense that, in the first context, the children have a central role in learning, because everything is done based on their interests and needs, while in the second context activities are planned for the children, but they do not participate in those processes. Thus, this report is organized into four chapters. The first chapter refers to the theoretical background that supports research on the theme. The second chapter is related to the design of educational activity, which presents the contexts where I developed my practice. The third chapter presents the methodology applied along the PES based on the issue of educator/teacher-researcher, as well as the analysis, interpretation of data obtained through the individual semi-structured interview and the corresponding conclusions. Finally, in the fourth chapter I will discuss the implications and the future investigations about the study performed.

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The aim of this study is to investigate the effectiveness of problem-based learning (PBL) on students’ mathematical performance. This includes mathematics achievement and students’ attitudes towards mathematics for third and eighth grade students in Saudi Arabia. Mathematics achievement includes, knowing, applying, and reasoning domains, while students’ attitudes towards mathematics covers, ‘Like learning mathematics’, ‘value mathematics’, and ‘a confidence to learn mathematics’. This study goes deeper to examine the interaction of a PBL teaching strategy, with trained face-to-face and self-directed learning teachers, on students’ performance (mathematics achievement and attitudes towards mathematics). It also examines the interaction between different ability levels of students (high and low levels) with a PBL teaching strategy (with trained face-to-face or self-directed learning teachers) on students’ performance. It draws upon findings and techniques of the TIMSS international benchmarking studies. Mixed methods are used to analyse the quasi-experimental study data. One -way ANOVA, Mixed ANOVA, and paired t-tests models are used to analyse quantitative data, while a semi-structured interview with teachers, and author’s observations are used to enrich understanding of PBL and mathematical performance. The findings show that the PBL teaching strategy significantly improves students’ knowledge application, and is better than the traditional teaching methods among third grade students. This improvement, however, occurred only with the trained face-to-face teacher’s group. Furthermore, there is robust evidence that using a PBL teaching strategy could raise significantly students’ liking of learning mathematics, and confidence to learn mathematics, more than traditional teaching methods among third grade students. Howe ver, there was no evidence that PBL could improve students’ performance (mathematics achievement and attitudes towards mathematics), more than traditional teaching methods, among eighth grade students. In 8th grade, the findings for low achieving students show significant improvement compared to high achieving students, whether PBL is applied or not. However, for 3th grade students, no significant difference in mathematical achievement between high and low achieving students was found. The results were not expected for high achieving students and this is also discussed. The implications of these findings for mathematics education in Saudi Arabia are considered.

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To date, adult educational research has had a limited focus on lesbian, gay, bisexual and transgendered (LGBT) adults and the learning processes in which they engage across the life course. Adopting a biographical and life history methodology, this study aimed to critically explore the potentially distinctive nature and impact of how, when and where LGBT adults learn to construct their identities over their lives. In-depth, semi-structured interviews, dialogue and discussion with LGBT individuals and groups provided rich narratives that reflect shifting, diverse and multiple ways of identifying and living as LGBT. Participants engage in learning in unique ways that play a significant role in the construction and expression of such identities, that in turn influence how, when and where learning happens. Framed largely by complex heteronormative forces, learning can have a negative, distortive impact that deeply troubles any balanced, positive sense of being LGBT, leading to self- censoring, alienation and in some cases, hopelessness. However, learning is also more positively experiential, critically reflective, inventive and queer in nature. This can transform how participants understand their sexual identities and the lifewide spaces in which they learn, engendering agency and resilience. Intersectional perspectives reveal learning that participants struggle with, but can reconcile the disjuncture between evolving LGBT and other myriad identities as parents, Christians, teachers, nurses, academics, activists and retirees. The study’s main contributions lie in three areas. A focus on LGBT experience can contribute to the creation of new opportunities to develop intergenerational learning processes. The study also extends the possibilities for greater criticality in older adult education theory, research and practice, based on the continued, rich learning in which participants engage post-work and in later life. Combined with this, there is scope to further explore the nature of ‘life-deep learning’ for other societal groups, brought by combined religious, moral, ideological and social learning that guides action, beliefs, values, and expression of identity. The LGBT adults in this study demonstrate engagement in distinct forms of life-deep learning to navigate social and moral opprobrium. From this they gain hope, self-respect, empathy with others, and deeper self-knowledge.

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The English language has an important place in Pakistan and in its education system, not least because of the global status of English and its role in employment. Realising the need to enhance language learning outcomes, especially at the tertiary level, the Higher Education Commission (HEC) of Pakistan has put in place some important measures to improve the quality of English language teaching practice through its English Language Teaching Reforms (ELTR) project. However, there is a complex linguistic, educational and ethnic diversity in Pakistan and that diversity, alongside the historical and current role of English in the country, makes any language teaching reform particularly challenging. I argue, in this thesis, that reform to date has largely ignored the issues of learner readiness to learn and learner perceptions of the use of English. I argue that studying learner attitudes is important if we are to understand how learners perceive the practice of learning and the use of English in their lives. This study focuses on the attitudes of undergraduate learners of English as a foreign language at two universities in the provinces of Sindh and Balochistan in Pakistan. These provinces have experienced long struggles and movements related to linguistic and ethnic rights and both educate students from all of the districts of their respective provinces. Drawing on debates around linguistic imperialism, economic necessity, and linguistic and educational diversity, I focus on learners’ perceptions about learning and speaking English, asking what their attitudes are towards learning and speaking English with particular reference to socio-psychological factors at a given time and context, including perceived threats to their culture, religion, and mother tongue. I ask how they make choices about learning and speaking English in different domains of language use and question their motivation to learn and speak English. Additionally, I explore issues of anxiety with reference to their use of English. Following a predominantly qualitative mixed methods research approach, the study employs two research tools: an adapted Likert Scale questionnaire completed by 300 students and semi-structured interviews with 20 participants from the two universities. The data were analysed through descriptive statistics and qualitative content analysis, with each set of data synthesised for interpretation. The findings suggest that, compared with the past, the majority of participants hold positive attitudes towards learning and speaking English regardless of their ethnic or linguistic backgrounds. Most of these undergraduate students do not perceive the use of English as a threat to their culture, mother tongue or religious values but, instead, they have a pragmatic and, at the same time, aspirational attitude to the learning and use of English. I present these results and conclude this thesis with reference to ways in which this small-scale study contributes to a better understanding of learner attitudes and perceptions. Acknowledging the limitations of this study, I suggest ways in which the study, enhanced and extended by further research, might have implications for practice, theory and policy in English language teaching and learning in Pakistan.

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The size of online image datasets is constantly increasing. Considering an image dataset with millions of images, image retrieval becomes a seemingly intractable problem for exhaustive similarity search algorithms. Hashing methods, which encodes high-dimensional descriptors into compact binary strings, have become very popular because of their high efficiency in search and storage capacity. In the first part, we propose a multimodal retrieval method based on latent feature models. The procedure consists of a nonparametric Bayesian framework for learning underlying semantically meaningful abstract features in a multimodal dataset, a probabilistic retrieval model that allows cross-modal queries and an extension model for relevance feedback. In the second part, we focus on supervised hashing with kernels. We describe a flexible hashing procedure that treats binary codes and pairwise semantic similarity as latent and observed variables, respectively, in a probabilistic model based on Gaussian processes for binary classification. We present a scalable inference algorithm with the sparse pseudo-input Gaussian process (SPGP) model and distributed computing. In the last part, we define an incremental hashing strategy for dynamic databases where new images are added to the databases frequently. The method is based on a two-stage classification framework using binary and multi-class SVMs. The proposed method also enforces balance in binary codes by an imbalance penalty to obtain higher quality binary codes. We learn hash functions by an efficient algorithm where the NP-hard problem of finding optimal binary codes is solved via cyclic coordinate descent and SVMs are trained in a parallelized incremental manner. For modifications like adding images from an unseen class, we propose an incremental procedure for effective and efficient updates to the previous hash functions. Experiments on three large-scale image datasets demonstrate that the incremental strategy is capable of efficiently updating hash functions to the same retrieval performance as hashing from scratch.

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Trabalho apresentado em PAEE/ALE’2016, 8th International Symposium on Project Approaches in Engineering Education (PAEE) and 14th Active Learning in Engineering Education Workshop (ALE)

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This paper describes the application of a Brain Emotional Learning (BEL) controller to improve the response of a SDOF structural system under an earthquake excitation using a magnetorheological (MR) damper. The main goal is to study the performance of a BEL based semi-active control system to generate the control signal for a MR damper. The proposed approach consists of a two controllers: a primary controller based on a BEL algorithm that determines the desired damping force from the system response and a secondary controller that modifies the input current to the MR damper to generate a reference damping force. A parametric model of the damper is used to predict the damping force based on the piston motion and also the current input. A Simulink model of the structural system is developed to analyze the effectiveness of the semi-active controller. Finally, the numerical results are presented and discussed.

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This thesis presents a study of the Grid data access patterns in distributed analysis in the CMS experiment at the LHC accelerator. This study ranges from the deep analysis of the historical patterns of access to the most relevant data types in CMS, to the exploitation of a supervised Machine Learning classification system to set-up a machinery able to eventually predict future data access patterns - i.e. the so-called dataset “popularity” of the CMS datasets on the Grid - with focus on specific data types. All the CMS workflows run on the Worldwide LHC Computing Grid (WCG) computing centers (Tiers), and in particular the distributed analysis systems sustains hundreds of users and applications submitted every day. These applications (or “jobs”) access different data types hosted on disk storage systems at a large set of WLCG Tiers. The detailed study of how this data is accessed, in terms of data types, hosting Tiers, and different time periods, allows to gain precious insight on storage occupancy over time and different access patterns, and ultimately to extract suggested actions based on this information (e.g. targetted disk clean-up and/or data replication). In this sense, the application of Machine Learning techniques allows to learn from past data and to gain predictability potential for the future CMS data access patterns. Chapter 1 provides an introduction to High Energy Physics at the LHC. Chapter 2 describes the CMS Computing Model, with special focus on the data management sector, also discussing the concept of dataset popularity. Chapter 3 describes the study of CMS data access patterns with different depth levels. Chapter 4 offers a brief introduction to basic machine learning concepts and gives an introduction to its application in CMS and discuss the results obtained by using this approach in the context of this thesis.

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Information and communication technologies play an increasingly important role in society, in the sense that all areas and professions make use of digital resources. The school can not be brushed off this reality, aim to create full subjects and integrated in society today. Educational software can be used very early in the education of children, but they must be carefully and monitoring. This article aims to present the results of the use of educational software in English to the awareness of context with children of pre-school education in kindergarten, nursery center Redemptorist Fathers - The smallest fox in White Castle, a 21 group children under 5 years. Early awareness of foreign language such as English can be started with digital multimedia capabilities and various software available on the market. However, the small study described the case reveals some resistance from parents and educators, in the preparation of these to choose and monitor the use of ICT by children, in addition to also highlight the self-interest of the children involved and their learning a few words in English language in different contexts of daily worked. The study opens perspectives on close monitoring needs of such uses and training of educators in the field of use of resources multilingual awareness in pre-school education.

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Relatório de Estágio apresentado à Escola Superior de Educação do Instituto Politécnico de Castelo Branco para cumprimento dos requisitos necessários à obtenção do grau de Mestre em Educação Pré- Escolar e 1º Ciclo do Ensino Básico.

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This article aims to reflect on the impact of Information and Communication Technologies (ICT) in the educational context, focusing on the potential contributions of the use of Digital Educational Resources (RED) in the process of teaching and learning. For this purpose, the results of the use of the RED will be presented:. Digital Classroom - The World's 1st Year Carochinha The study was accomplished in a class of the 1st grade of the 1st CEB, composed of 27 students, aged 6-7 years in Castelo Branco City Schools Group within the Supervised Teaching Practice. The results obtained after the analysis and processing of the data showed that when using this RED students show they have acquired the content covered by the fact that they enhanced levels of greater interest, commitment, motivation, commitment and initiative in the course of activities proposals. But, perhaps because they are students of 1st year of the 1st CEB, do not neglect the presence and monitoring of the teacher and the use of paper-based resources. This means that there should be a complementarity that reconciles the human factor (teacher), with the use of digital media resources and paper support resources (Manual).