Particle Competition and Cooperation in Networks for Semi-Supervised Learning with Concept Drift

Concept drift is a problem of increasing importance in machine learning and data mining. Data sets under analysis are no longer only static databases, but also data streams in which concepts and data distributions may not be stable over time. However, most learning algorithms produced so far are based on the assumption that data comes from a fixed distribution, so they are not suitable to handle concept drifts. Moreover, some concept drifts applications requires fast response, which means an algorithm must always be (re) trained with the latest available data. But the process of labeling data is usually expensive and/or time consuming when compared to unlabeled data acquisition, thus only a small fraction of the incoming data may be effectively labeled. Semi-supervised learning methods may help in this scenario, as they use both labeled and unlabeled data in the training process. However, most of them are also based on the assumption that the data is static. Therefore, semi-supervised learning with concept drifts is still an open challenge in machine learning. Recently, a particle competition and cooperation approach was used to realize graph-based semi-supervised learning from static data. In this paper, we extend that approach to handle data streams and concept drift. The result is a passive algorithm using a single classifier, which naturally adapts to concept changes, without any explicit drift detection mechanism. Its built-in mechanisms provide a natural way of learning from new data, gradually forgetting older knowledge as older labeled data items became less influent on the classification of newer data items. Some computer simulation are presented, showing the effectiveness of the proposed method.

Speech therapy intervention before dental management in patients with special needs: A case report

Fragile X syndrome is a cytogenetic abnormality related to chromosomal X. This syndrome is frequently associated to intellectual disability, psychological problems, as well as heart, skeletal and join alterations. Intraoral anomalies include malloclusion, ogival palate, cleft palate, presence of mesiodens, dental hypomineralization and abrasion of the occlusal surfaces and incisai edges. The study of characteristics of this syndrome is important for the dentist in order to guide dental treatment and prevention. The aim of this study is to present a myofunctional therapy protocol, evaluated by surface electromyography. A case of a 21 year-old young man who attended the Training Program in Dentistry for Persons with Disabilities, School of Dentistry of São José dos Campos/UNESP is reported. He underwent myofunctional therapy before dental treatment and the masticatory muscles were evaluated by surface electromyography. The exercises of myofunctional therapy consisted of active and passive simple movements of opening and closing the mouth, tongue protrusion and retrusion, digital manipulation and also by using an electric massager on intraoral and perioral region of the masseter, buccinator and orbicularis oris. Action potentials of the masticatory muscles decreased in almost all the muscles and values for the bite force and mandibular opening capacity increased. This study showed that brief and immediate myofunctional therapy optimized clinical practice with positive repercussion on dental care.

Formação continuada do professor de arte: dialogia com a experiência

Pós-graduação em Artes - IA

Utilização de redes neurais recorrentes na caracterização de cargas não lineares em sistemas elétricos

Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (CAPES)

Formulação do controle preventivo em sistemas de distribuição de energia elétrica baseada na lógica fuzzy e redes neurais

Fundação de Amparo à Pesquisa do Estado de São Paulo (FAPESP)

A dimensão valorativa da educação ambiental na formação continuada de professores apresentada em teses e dissertações brasileiras

Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (CAPES)

Epistemologia da prática e da prática docente: um estudo dos seus fundamentos com vistas à proposição de abordagens críticas

Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (CAPES)

Professores-multiplicadores: uma maneira de organizar a formação de professores de matemática para o uso da informática na escola

Conselho Nacional de Desenvolvimento Científico e Tecnológico (CNPq)

Professores de matemática e a educação inclusiva: análises de memórias de formação

Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (CAPES)

As novas tecnologias e os limites da formação: uma abordagem a partir da Teoria Crítica

Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (CAPES)

A implementação do Projeto Intensivo no Ciclo (PIC) em Pompeia (SP): (re)construindo o processo formativo dos professores que ensinam Matemática

Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (CAPES)

A formação de educadores em serviço no contexto escolar: mídias digitais e projetos de trabalho

Pós-graduação em Educação - FCT

Autoridade e formação

Fundação de Amparo à Pesquisa do Estado de São Paulo (FAPESP)

Projeto de controladores suplementares de amortecimento utilizando redes neurais artificiais

Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (CAPES)

Formação do professor do ensino básico para a educação para a mídia: avaliação de um protótipo de currículo

Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (CAPES)