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Prof. Dr. Catarina Silva
Department of Informatics Engineering, University of Coimbra, 3004-531 Coimbra, Portugal

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0 Air Quality
0 Crowdsourcing
0 Machine Learning
0 Natural Language Processing
0 Sensor Fusion

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Machine Learning
Crowdsourcing
Air Quality
Social Media
Ensemble Learning

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Journal article
Published: 30 July 2021 in Sensors
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Intelligent approaches in sports using IoT devices to gather data, attempting to optimize athlete’s training and performance, are cutting edge research. Synergies between recent wearable hardware and wireless communication strategies, together with the advances in intelligent algorithms, which are able to perform online pattern recognition and classification with seamless results, are at the front line of high-performance sports coaching. In this work, an intelligent data analytics system for swimmer performance is proposed. The system includes (i) pre-processing of raw signals; (ii) feature representation of wearable sensors and biosensors; (iii) online recognition of the swimming style and turns; and (iv) post-analysis of the performance for coaching decision support, including stroke counting and average speed. The system is supported by wearable inertial (AHRS) and biosensors (heart rate and pulse oximetry) placed on a swimmer’s body. Radio-frequency links are employed to communicate with the heart rate sensor and the station in the vicinity of the swimming pool, where analytics is carried out. Experiments were carried out in a real training setup, including 10 athletes aged 15 to 17 years. This scenario resulted in a set of circa 8000 samples. The experimental results show that the proposed system for intelligent swimming analytics with wearable sensors effectively yields immediate feedback to coaches and swimmers based on real-time data analysis. The best result was achieved with a Random Forest classifier with a macro-averaged F1 of 95.02%. The benefit of the proposed framework was demonstrated by effectively supporting coaches while monitoring the training of several swimmers.

ACS Style

Joana Costa; Catarina Silva; Miguel Santos; Telmo Fernandes; Sérgio Faria. Framework for Intelligent Swimming Analytics with Wearable Sensors for Stroke Classification. Sensors 2021, 21, 5162 .

AMA Style

Joana Costa, Catarina Silva, Miguel Santos, Telmo Fernandes, Sérgio Faria. Framework for Intelligent Swimming Analytics with Wearable Sensors for Stroke Classification. Sensors. 2021; 21 (15):5162.

Chicago/Turabian Style

Joana Costa; Catarina Silva; Miguel Santos; Telmo Fernandes; Sérgio Faria. 2021. "Framework for Intelligent Swimming Analytics with Wearable Sensors for Stroke Classification." Sensors 21, no. 15: 5162.

Journal article
Published: 17 April 2021 in Aerospace
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This paper presents a Reinforcement Learning (RL) approach to optimize the long-term scheduling of maintenance for an aircraft fleet. The problem considers fleet status, maintenance capacity, and other maintenance constraints to schedule hangar checks for a specified time horizon. The checks are scheduled within an interval, and the goal is to, schedule them as close as possible to their due date. In doing so, the number of checks is reduced, and the fleet availability increases. A Deep Q-learning algorithm is used to optimize the scheduling policy. The model is validated in a real scenario using maintenance data from 45 aircraft. The maintenance plan that is generated with our approach is compared with a previous study, which presented a Dynamic Programming (DP) based approach and airline estimations for the same period. The results show a reduction in the number of checks scheduled, which indicates the potential of RL in solving this problem. The adaptability of RL is also tested by introducing small disturbances in the initial conditions. After training the model with these simulated scenarios, the results show the robustness of the RL approach and its ability to generate efficient maintenance plans in only a few seconds.

ACS Style

Pedro Andrade; Catarina Silva; Bernardete Ribeiro; Bruno Santos. Aircraft Maintenance Check Scheduling Using Reinforcement Learning. Aerospace 2021, 8, 113 .

AMA Style

Pedro Andrade, Catarina Silva, Bernardete Ribeiro, Bruno Santos. Aircraft Maintenance Check Scheduling Using Reinforcement Learning. Aerospace. 2021; 8 (4):113.

Chicago/Turabian Style

Pedro Andrade; Catarina Silva; Bernardete Ribeiro; Bruno Santos. 2021. "Aircraft Maintenance Check Scheduling Using Reinforcement Learning." Aerospace 8, no. 4: 113.

Journal article
Published: 08 April 2020 in International Journal of Online and Biomedical Engineering (iJOE)
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With the raising of environmental concerns regarding pollution, interest in monitoring air quality is increasing. However, air pollution data is mostly originated from a limited number of government-owned sensors, which can only capture a small fraction of reality. Improving air quality coverage in-volves reducing the cost of sensors and making data widely available to the public. To this end, the NanoSen-AQM project proposes the usage of low-cost nano-sensors as the basis for an air quality monitoring platform, capa-ble of collecting, aggregating, processing, storing, and displaying air quality data. Being an end-to-end system, the platform allows sensor owners to manage their sensors, as well as define calibration functions, that can im-prove data reliability. The public can visualize sensor data in a map, define specific clusters (groups of sensors) as favorites and set alerts in the event of bad air quality in certain sensors. The NanoSen-AQM platform provides easy access to air quality data, with the aim of improving public health.

ACS Style

Pedro Lucas; Jorge Silva; Filipe Araujo; Catarina Silva; Paulo Gil; Joel P. Arrais; Daniel Coutinho; Pedro Salgueiro; Luis Rato; Jose Saias; Vitor Nogueira; Alberto Cardoso; Bernardete Ribeiro. NanoSen-AQM: From Sensors to Users. International Journal of Online and Biomedical Engineering (iJOE) 2020, 16, 51 -62.

AMA Style

Pedro Lucas, Jorge Silva, Filipe Araujo, Catarina Silva, Paulo Gil, Joel P. Arrais, Daniel Coutinho, Pedro Salgueiro, Luis Rato, Jose Saias, Vitor Nogueira, Alberto Cardoso, Bernardete Ribeiro. NanoSen-AQM: From Sensors to Users. International Journal of Online and Biomedical Engineering (iJOE). 2020; 16 (4):51-62.

Chicago/Turabian Style

Pedro Lucas; Jorge Silva; Filipe Araujo; Catarina Silva; Paulo Gil; Joel P. Arrais; Daniel Coutinho; Pedro Salgueiro; Luis Rato; Jose Saias; Vitor Nogueira; Alberto Cardoso; Bernardete Ribeiro. 2020. "NanoSen-AQM: From Sensors to Users." International Journal of Online and Biomedical Engineering (iJOE) 16, no. 4: 51-62.

Book
Published: 01 January 2020 in Aprendizagem Computacional em Engenharia
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Aprendizagem Computacional em Engenharia permite que engenheiros possam usar técnicas de aprendizagem computacional para desenvolver soluções que promovam ou melhorem a produtividade nos vários domínios. Este livro aborda diversos temas, que vão desde as abordagens conexionistas, técnicas de aprendizagem por aglomeração de dados, lógica difusa e métodos de computação evolucionária, entre outros, tendo sempre em mente a utilização das técnicas duma forma rápida e eficiente, sem descurar, no entanto, o rigor que o assunto merece. É assim apresentado um conjunto dos algoritmos mais utilizados e um conjunto representativo dos problemas reais a que podem dar solução. De forma a que o livro seja razoavelmente autocontido, cada capítulo inclui uma pequena introdução ao algoritmo abordado, seguida de formas simples de o pôr em prática. Neste sentido, é apresentado o modo de utilização de software que disponibiliza os algoritmos, a sua configuração e a sua utilização em casos e dados reais.

ACS Style

Catarina Silva; Bernardete Ribeiro. Aprendizagem Computacional em Engenharia. Aprendizagem Computacional em Engenharia 2020, 1 .

AMA Style

Catarina Silva, Bernardete Ribeiro. Aprendizagem Computacional em Engenharia. Aprendizagem Computacional em Engenharia. 2020; ():1.

Chicago/Turabian Style

Catarina Silva; Bernardete Ribeiro. 2020. "Aprendizagem Computacional em Engenharia." Aprendizagem Computacional em Engenharia , no. : 1.

Original article
Published: 09 November 2019 in Neural Computing and Applications
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Many text classification problems in social networks, and other contexts, are also dynamic problems, where concepts drift through time, and meaningful labels are dynamic. In Twitter-based applications in particular, ensembles are often applied to problems that fit this description, for example sentiment analysis or adapting to drifting circumstances. While it can be straightforward to request different classifiers' input on such ensembles, our goal is to boost dynamic ensembles by combining performance metrics as efficiently as possible. We present a twofold performance-based framework to classify incoming tweets based on recent tweets. On the one hand, individual ensemble classifiers' performance is paramount in defining their contribution to the ensemble. On the other hand, examples are actively selected based on their ability to effectively contribute to the performance in classifying drifting concepts. The main step of the algorithm uses different performance metrics to determine both each classifier strength in the ensemble and each example importance, and hence lifetime, in the learning process. We demonstrate, on a drifted benchmark dataset, that our framework drives the classification performance considerably up for it to make a difference in a variety of applications.

ACS Style

Joana Costa; Catarina Silva; Mário Antunes; Bernardete Ribeiro. Boosting dynamic ensemble’s performance in Twitter. Neural Computing and Applications 2019, 32, 10655 -10667.

AMA Style

Joana Costa, Catarina Silva, Mário Antunes, Bernardete Ribeiro. Boosting dynamic ensemble’s performance in Twitter. Neural Computing and Applications. 2019; 32 (14):10655-10667.

Chicago/Turabian Style

Joana Costa; Catarina Silva; Mário Antunes; Bernardete Ribeiro. 2019. "Boosting dynamic ensemble’s performance in Twitter." Neural Computing and Applications 32, no. 14: 10655-10667.

Conference paper
Published: 10 April 2019 in Advances in Intelligent Systems and Computing
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Server load prediction has different approaches and applications, with the general goal of predicting future load for a period of time ahead on a given system. Depending on the specific goal, different methodologies can be defined. In this paper, we follow a pre-processing approach based on defining and testing time-windows and granularity using linear regression, ANN and SVM learning models. Results on real data from Wikipedia servers show that it is possible to tune the size of the time-window and the granularity to improve prediction results.

ACS Style

Cláudio A. D. Silva; Carlos Grilo; Catarina Silva. Server Load Prediction on Wikipedia Traffic: Influence of Granularity and Time Window. Advances in Intelligent Systems and Computing 2019, 207 -216.

AMA Style

Cláudio A. D. Silva, Carlos Grilo, Catarina Silva. Server Load Prediction on Wikipedia Traffic: Influence of Granularity and Time Window. Advances in Intelligent Systems and Computing. 2019; ():207-216.

Chicago/Turabian Style

Cláudio A. D. Silva; Carlos Grilo; Catarina Silva. 2019. "Server Load Prediction on Wikipedia Traffic: Influence of Granularity and Time Window." Advances in Intelligent Systems and Computing , no. : 207-216.

Conference paper
Published: 01 July 2018 in 2018 International Joint Conference on Neural Networks (IJCNN)
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Current challenges in machine learning include dealing with temporal data streams, drift and non-stationary scenarios, often with text data, whether in social networks or in business systems. This dynamic nature tends to limit the performance of traditional static learning models and dynamic learning strategies must be put forward. However, acquiring the performance of those strategies is not a straightforward issue, as sample's dependency undermines the use of validation techniques, like crossvalidation. In this paper we propose to use the McNemar's test to compare two distinct approaches that tackle adaptive learning in dynamic environments, namely DARK (Drift Adaptive Retain Knowledge) and Learn++. NSE (Learn++ for Non-Stationary Environments). The validation is based on a Twitter case study benchmark constructed using the DOTS (Drift Oriented Tool System) dataset generator. The results obtained demonstrate the usefulness and adequacy of using McNemar's statistical test in dynamic environments where time is crucial for the learning algorithm.

ACS Style

Joana Costa; Catarina Silva; Mário Antunes; Bernardete Ribeiro. Adaptive Learning Models Evaluation in Twitter’s Timelines. 2018 International Joint Conference on Neural Networks (IJCNN) 2018, 1 -8.

AMA Style

Joana Costa, Catarina Silva, Mário Antunes, Bernardete Ribeiro. Adaptive Learning Models Evaluation in Twitter’s Timelines. 2018 International Joint Conference on Neural Networks (IJCNN). 2018; ():1-8.

Chicago/Turabian Style

Joana Costa; Catarina Silva; Mário Antunes; Bernardete Ribeiro. 2018. "Adaptive Learning Models Evaluation in Twitter’s Timelines." 2018 International Joint Conference on Neural Networks (IJCNN) , no. : 1-8.

Conference paper
Published: 01 June 2018 in 2018 13th Iberian Conference on Information Systems and Technologies (CISTI)
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ACS Style

Juan Guevara; Joana Costa; Jorge Arroba; Catarina Silva. Harvesting opinions in Twitter for sentiment analysis. 2018 13th Iberian Conference on Information Systems and Technologies (CISTI) 2018, 1 .

AMA Style

Juan Guevara, Joana Costa, Jorge Arroba, Catarina Silva. Harvesting opinions in Twitter for sentiment analysis. 2018 13th Iberian Conference on Information Systems and Technologies (CISTI). 2018; ():1.

Chicago/Turabian Style

Juan Guevara; Joana Costa; Jorge Arroba; Catarina Silva. 2018. "Harvesting opinions in Twitter for sentiment analysis." 2018 13th Iberian Conference on Information Systems and Technologies (CISTI) , no. : 1.

Conference paper
Published: 05 January 2018 in Advances in Intelligent Systems and Computing
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Nowadays there are various software (SW) development methodologies. However, it may be complex to select a specific methodology, especially if project managers or leaders do not have sufficient experience, or if the project to be carried out has characteristics that they have not previously worked with. In this paper, we consider a set of variables and criteria to propose a model, in order to select a particular SW development methodology. It is important to recognize that, while many factors may influence the selection of a SW development methodology, there are key points to consider, such as available resources, project requirements, among others. The result of the present study is a model that guides decision making for the selection and adoption of a SW development methodology.

ACS Style

Lizeth Chandi; Catarina Silva; Tatiana Gualotuña; Danilo Martinez. Model for Selecting Software Development Methodology. Advances in Intelligent Systems and Computing 2018, 62 -73.

AMA Style

Lizeth Chandi, Catarina Silva, Tatiana Gualotuña, Danilo Martinez. Model for Selecting Software Development Methodology. Advances in Intelligent Systems and Computing. 2018; ():62-73.

Chicago/Turabian Style

Lizeth Chandi; Catarina Silva; Tatiana Gualotuña; Danilo Martinez. 2018. "Model for Selecting Software Development Methodology." Advances in Intelligent Systems and Computing , no. : 62-73.

Book
Published: 01 January 2018 in Aprendizagem Computacional em Engenharia
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ACS Style

Catarina Silva; Bernardete Ribeiro. Aprendizagem Computacional em Engenharia. Aprendizagem Computacional em Engenharia 2018, 1 .

AMA Style

Catarina Silva, Bernardete Ribeiro. Aprendizagem Computacional em Engenharia. Aprendizagem Computacional em Engenharia. 2018; ():1.

Chicago/Turabian Style

Catarina Silva; Bernardete Ribeiro. 2018. "Aprendizagem Computacional em Engenharia." Aprendizagem Computacional em Engenharia , no. : 1.

Journal article
Published: 01 October 2017 in Engineering Applications of Artificial Intelligence
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Nowadays most learning problems demand adaptive solutions. Current challenges include temporal data streams, drift and non-stationary scenarios, often with text data, whether in social networks or in business systems. Various efforts have been pursued in machine learning settings to learn in such environments, specially because of their non-trivial nature, since changes occur between the distribution data used to define the model and the current environment. In this work we present the Drift Adaptive Retain Knowledge (DARK) framework to tackle adaptive learning in dynamic environments based on recent and retained knowledge. DARK handles an ensemble of multiple Support Vector Machine (SVM) models that are dynamically weighted and have distinct training window sizes. A comparative study with benchmark solutions in the field, namely the Learn++.NSE algorithm, is also presented. Experimental results revealed that DARK outperforms Learn++.NSE with two different base classifiers, an SVM and a Classification and Regression Tree (CART)

ACS Style

Joana Costa; Catarina Silva; Mário Antunes; Bernardete Ribeiro. Adaptive learning for dynamic environments: A comparative approach. Engineering Applications of Artificial Intelligence 2017, 65, 336 -345.

AMA Style

Joana Costa, Catarina Silva, Mário Antunes, Bernardete Ribeiro. Adaptive learning for dynamic environments: A comparative approach. Engineering Applications of Artificial Intelligence. 2017; 65 ():336-345.

Chicago/Turabian Style

Joana Costa; Catarina Silva; Mário Antunes; Bernardete Ribeiro. 2017. "Adaptive learning for dynamic environments: A comparative approach." Engineering Applications of Artificial Intelligence 65, no. : 336-345.

Book chapter
Published: 08 June 2017 in Studies in Computational Intelligence
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ACS Style

Luis Marcelino; Catarina Silva; Álvaro Rocha; Luís Paulo Reis. Location Privacy Concerns in Mobile Applications. Studies in Computational Intelligence 2017, 718, 241 -249.

AMA Style

Luis Marcelino, Catarina Silva, Álvaro Rocha, Luís Paulo Reis. Location Privacy Concerns in Mobile Applications. Studies in Computational Intelligence. 2017; 718 ():241-249.

Chicago/Turabian Style

Luis Marcelino; Catarina Silva; Álvaro Rocha; Luís Paulo Reis. 2017. "Location Privacy Concerns in Mobile Applications." Studies in Computational Intelligence 718, no. : 241-249.

Conference paper
Published: 01 June 2017 in 2017 12th Iberian Conference on Information Systems and Technologies (CISTI)
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ACS Style

Fabian Constante; Juan Guevara; Catarina Silva; Dulce Goncalves; Luis Marcelino. Decision support system using mobile app statistics. 2017 12th Iberian Conference on Information Systems and Technologies (CISTI) 2017, 1 -6.

AMA Style

Fabian Constante, Juan Guevara, Catarina Silva, Dulce Goncalves, Luis Marcelino. Decision support system using mobile app statistics. 2017 12th Iberian Conference on Information Systems and Technologies (CISTI). 2017; ():1-6.

Chicago/Turabian Style

Fabian Constante; Juan Guevara; Catarina Silva; Dulce Goncalves; Luis Marcelino. 2017. "Decision support system using mobile app statistics." 2017 12th Iberian Conference on Information Systems and Technologies (CISTI) , no. : 1-6.

Conference paper
Published: 01 June 2017 in 2017 12th Iberian Conference on Information Systems and Technologies (CISTI)
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ACS Style

Lizeth Ghandi; Catarina Silva; Danilo Martinez; Tatiana Gualotuna. Mobile application development process: A practical experience. 2017 12th Iberian Conference on Information Systems and Technologies (CISTI) 2017, 1 .

AMA Style

Lizeth Ghandi, Catarina Silva, Danilo Martinez, Tatiana Gualotuna. Mobile application development process: A practical experience. 2017 12th Iberian Conference on Information Systems and Technologies (CISTI). 2017; ():1.

Chicago/Turabian Style

Lizeth Ghandi; Catarina Silva; Danilo Martinez; Tatiana Gualotuna. 2017. "Mobile application development process: A practical experience." 2017 12th Iberian Conference on Information Systems and Technologies (CISTI) , no. : 1.

Conference paper
Published: 01 June 2017 in 2017 12th Iberian Conference on Information Systems and Technologies (CISTI)
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ACS Style

Renato Toasa; Carlos Silva; Catarina Silva; Dulce Gonçalves; Luís Pires Neves; Luis Marcelino. Energy consumption behaviour characterization with mobile gamification. 2017 12th Iberian Conference on Information Systems and Technologies (CISTI) 2017, 1 -6.

AMA Style

Renato Toasa, Carlos Silva, Catarina Silva, Dulce Gonçalves, Luís Pires Neves, Luis Marcelino. Energy consumption behaviour characterization with mobile gamification. 2017 12th Iberian Conference on Information Systems and Technologies (CISTI). 2017; ():1-6.

Chicago/Turabian Style

Renato Toasa; Carlos Silva; Catarina Silva; Dulce Gonçalves; Luís Pires Neves; Luis Marcelino. 2017. "Energy consumption behaviour characterization with mobile gamification." 2017 12th Iberian Conference on Information Systems and Technologies (CISTI) , no. : 1-6.

Conference paper
Published: 12 May 2017 in Transactions on Petri Nets and Other Models of Concurrency XV
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Ensemble approaches have revealed remarkable abilities to tackle different learning challenges, namely in dynamic scenarios with concept drift, e.g. in social networks, as Twitter. Several efforts have been engaged in defining strategies to combine the models that constitute an ensemble. In this work, we investigate the effect of using different metrics for combining ensembles’ models, specifically performance-based metrics. We propose five performance combining metrics, having in mind that we may take advantage of diversity in classifiers, as their individual performance takes a leading role in defining their contribution to the ensemble. Experimental results on a Twitter dataset, artificially timestamped, suggest that using performance metrics to combine the models that constitute an ensemble can introduce relevant improvements in the overall ensemble performance.

ACS Style

Joana Costa; Catarina Silva; Mário Antunes; Bernardete Ribeiro. Performance Metrics for Model Fusion in Twitter Data Drifts. Transactions on Petri Nets and Other Models of Concurrency XV 2017, 13 -21.

AMA Style

Joana Costa, Catarina Silva, Mário Antunes, Bernardete Ribeiro. Performance Metrics for Model Fusion in Twitter Data Drifts. Transactions on Petri Nets and Other Models of Concurrency XV. 2017; ():13-21.

Chicago/Turabian Style

Joana Costa; Catarina Silva; Mário Antunes; Bernardete Ribeiro. 2017. "Performance Metrics for Model Fusion in Twitter Data Drifts." Transactions on Petri Nets and Other Models of Concurrency XV , no. : 13-21.

Conference paper
Published: 12 May 2017 in Computer Vision
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Counterfeit detection in official documents has challenged forensic experts on trying to correlate them to improve the identification of forgery authors by criminal investigators. Past counterfeit investigation on the Portuguese Police Forensic Laboratory allowed the construction of an organized set of digital images related to counterfeited documents, helping manual identification of new counterfeiters modus operandi. However, these images are usually stored in distinct resolutions, may have different sizes and could have been captured under different types of illumination. In this paper we present a methodology to automate a counterfeit identification modus operandi, by comparing a given document image with a database of previously catalogued counterfeited documents images. The proposed method ranks the identified counterfeited documents and allows the forensic experts to drive their attention to the most similar documents. It takes advantage of scalable algorithms under the OpenCV framework that compare images, match patterns and analyse textures and colours. We present a set of tests with distinct datasets with promising results.

ACS Style

Rafael Vieira; Mário Antunes; Catarina Silva; Ana Cristina De Almeida Assis. Automatic Documents Counterfeit Classification Using Image Processing and Analysis. Computer Vision 2017, 400 -407.

AMA Style

Rafael Vieira, Mário Antunes, Catarina Silva, Ana Cristina De Almeida Assis. Automatic Documents Counterfeit Classification Using Image Processing and Analysis. Computer Vision. 2017; ():400-407.

Chicago/Turabian Style

Rafael Vieira; Mário Antunes; Catarina Silva; Ana Cristina De Almeida Assis. 2017. "Automatic Documents Counterfeit Classification Using Image Processing and Analysis." Computer Vision , no. : 400-407.

Conference paper
Published: 19 August 2016 in Programmieren für Ingenieure und Naturwissenschaftler
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Machine learning approaches often focus on optimizing the algorithm rather than assuring that the source data is as rich as possible. However, when it is possible to enhance the input examples to construct models, one should consider it thoroughly. In this work, we propose a technique to define the best set of training examples using dynamic ensembles in text classification scenarios. In dynamic environments, where new data is constantly appearing, old data is usually disregarded, but sometimes some of those disregarded examples may carry substantial information. We propose a method that determines the most relevant examples by analysing their behaviour when defining separating planes or thresholds between classes. Those examples, deemed better than others, are kept for a longer time-window than the rest. Results on a Twitter scenario show that keeping those examples enhances the final classification performance.

ACS Style

Joana Costa; Catarina Silva; Mário Antunes; Bernardete Ribeiro. Choice of Best Samples for Building Ensembles in Dynamic Environments. Programmieren für Ingenieure und Naturwissenschaftler 2016, 35 -47.

AMA Style

Joana Costa, Catarina Silva, Mário Antunes, Bernardete Ribeiro. Choice of Best Samples for Building Ensembles in Dynamic Environments. Programmieren für Ingenieure und Naturwissenschaftler. 2016; ():35-47.

Chicago/Turabian Style

Joana Costa; Catarina Silva; Mário Antunes; Bernardete Ribeiro. 2016. "Choice of Best Samples for Building Ensembles in Dynamic Environments." Programmieren für Ingenieure und Naturwissenschaftler , no. : 35-47.

Meeting abstracts
Published: 06 July 2016 in BMC Health Services Research
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S1 Health literacy and health education in adolescence Catarina Cardoso Tomás S2 The effect of a walking program on the quality of life and well-being of people with schizophrenia Emanuel Oliveira, D. Sousa, M. Uba-Chupel, G. Furtado, C. Rocha, A. Teixeira, P. Ferreira S3 Diagnosis and innovative treatments - the way to a better medical practice Celeste Alves S4 Simulation-based learning and how it is a high contribution Stefan Gisin S5 Formative research about acceptability, utilization and promotion of a home fortification programme with micronutrient powders (MNP) in the Autonomous Region of Príncipe, São Tomé and Príncipe Elisabete Catarino, Nelma Carvalho, Tiago Coucelo, Luís Bonfim, Carina Silva S6 Safety culture of the patient: a reflexion about the therapeutic approach on the patient with vocal pathology Débora Franco S7 About wine, fortune cookies and patient experience Jesús Alcoba González O1 The psychological impact on the emergency crews after the disaster event on February 20, 2010 Helena G. Jardim, Rita Silva O2 Musculoskeletal disorders in midwives Cristina L. Baixinho, Mª Helena Presado, Mª Fátima Marques, Mário E. Cardoso O3 Negative childhood experiences and fears of compassion: Implications for psychological difficulties in adolescence Marina Cunha, Joana Mendes, Ana Xavier, Ana Galhardo, Margarida Couto O4 Optimal age to give the first dose of measles vaccine in Portugal João G. Frade, Carla Nunes, João R. Mesquita, Maria S. Nascimento, Guilherme Gonçalves O5 Functional assessment of elderly in primary care Conceição Castro, Alice Mártires, Mª João Monteiro, Conceição Rainho O6 Smoking and coronary events in a population of Spanish health-care centre: An observational study Francisco P. Caballero, Fatima M. Monago, Jose T. Guerrero, Rocio M. Monago, Africa P. Trigo, Milagros L. Gutierrez, Gemma M. Milanés, Mercedes G. Reina, Ana G. Villanueva, Ana S. Piñero, Isabel R. Aliseda, Francisco B. Ramirez O7 Prevalence of musculoskeletal injuries in Portuguese musicians Andrea Ribeiro, Ana Quelhas, Conceição Manso O8 Hip fractures, psychotropic drug consumption and comorbidity in patients of a primary care practice in Spain Francisco P. Caballero, Jose T. Guerrero, Fatima M. Monago, Rafael B. Santos, Nuria R. Jimenez, Cristina G. Nuñez, Inmaculada R. Gomez, Mª Jose L. Fernandez, Laura A. Marquez, Ana L. Moreno, Mª Jesus Tena Huertas, Francisco B. Ramirez O9 The role of self-criticism and shame in social anxiety in a clinical SAD sample Daniel Seabra, Mª Céu Salvador O10 Obstruction and infiltration: a proposal of a quality indicator Luciene Braga, Pedro Parreira, Anabela Salgueiro-Oliveira, Cristina Arreguy-Sena, Bibiana F. Oliveira, Mª Adriana Henriques O11 Balance and anxiety and depression symptoms in old age people Joana Santos, Sara Lebre, Alda Marques O12 Prevalence of postural changes and risk factors in school children and adolescents in a northern region (Porto) Clarinda Festas, Sandra Rodrigues, Andrea Ribeiro, José Lumini O13 Ischemic stroke vs. haemorrhagic stroke survival rate Ana G. Figueiredo O14 Chronobiological factors as responsible for the appearance of locomotor pathology in adolescents Francisco J. Hernandez-Martinez, Liliana Campi, Mª Pino Quintana-Montesdeoca, Juan F. Jimenez-Diaz, Bienvenida C. Rodriguez-De-Vera O15 Risk of malnutrition in the elderly of Bragança Alexandra Parente, Mª Augusta Mata, Ana Mª Pereira, Adília Fernandes, Manuel Brás O16 A Lifestyle Educational Programme for primary care diabetic patients: the design of a complex nursing intervention Mª Rosário Pinto, Pedro Parreira, Marta L. Basto, Ana C. Rei, Lisete M. Mónico O17 Medication adherence in elderly people Gilberta Sousa, Clementina Morna, Otília Freitas, Gregório Freitas, Ana Jardim, Rita Vasconcelos O18 Hospitalization for cervical cancer of residents in the metropolitan region of Porto Alegre, Southern Brazil, 2012 to 2014 Lina G. Horta, Roger S. Rosa, Luís F. Kranz, Rita C. Nugem, Mariana S. Siqueira, Ronaldo Bordin O19 Oncologic assistance of high complexity: evaluation of regulating accesses Rosiane Kniess, Josimari T. Lacerda O20 Perceived barriers for using health care services by the older population as seen by the social sector: findings from the Vila Nova de Gaia Gerontological Plan Joana Guedes, Idalina Machado, Sidalina Almeida, Adriano Zilhão, Helder Alves, Óscar Ribeiro O21 Sleep difficulties and depressive symptoms in college students Ana P. Amaral, Ana Santos, Joana Monteiro, Mª Clara Rocha, Rui Cruz O22 Psychopathological symptoms and medication use in higher education Ana P. Amaral, Marina Lourenço, Mª Clara Rocha, Rui Cruz O23 Sexually transmitted diseases in higher education institutions Sandra Antunes, Verónica Mendonça, Isabel Andrade, Nádia Osório, Ana Valado, Armando Caseiro, António Gabriel, Anabela C. Martins, Fernando Mendes O24 Alcohol consumption and suicide ideation in higher education students Lídia Cabral, Manuela Ferreira, Amadeu Gonçalves O25 Quality of life in university students Tatiana D. Luz, Leonardo Luz, Raul Martins O26 Male and female adolescent antisocial behaviour: characterizing vulnerabilities in a Portuguese sample Alice Morgado, Maria L. Vale-Dias O27 Risk factors for mental health in higher education students of health sciences Rui Porta-Nova O28 International classification of functioning disability and health as reflexive reasoning in primary attention in health Tânia C. Fleig, Éboni M. Reuter, Miriam B. Froemming, Sabrina L. Guerreiro, Lisiane L. Carvalho O29 Risk factors and cardiovascular disease in Portalegre Daniel Guedelha, P....

ACS Style

Catarina Cardoso Tomás; Emanuel Oliveira; D. Sousa; M. Uba-Chupel; G. Furtado; C. Rocha; A. Teixeira; P. Ferreira; Celeste Alves; Stefan Gisin; Elisabete Catarino; Nelma Carvalho; Tiago Coucelo; Luís Bonfim; Carina Silva; Débora Franco; Jesús Alcoba González; Helena G. Jardim; Rita Silva; Cristina L. Baixinho; Mª Helena Presado; Mª Fátima Marques; Mário E. Cardoso; Marina Cunha; Joana Mendes; Ana Xavier; Ana Galhardo; Margarida Couto; João G. Frade; Carla Nunes; João R. Mesquita; Maria S. Nascimento; Guilherme Gonçalves; Conceição Castro; Alice Mártires; Mª João Monteiro; Conceição Rainho; Francisco P. Caballero; Fatima M. Monago; Jose T. Guerrero; Rocio M. Monago; Africa P. Trigo; Milagros L. Gutierrez; Gemma M. Milanés; Mercedes G. Reina; Ana G. Villanueva; Ana S. Piñero; Isabel R. Aliseda; Francisco B. Ramirez; Andrea Ribeiro; Ana Quelhas; Conceição Manso; Rafael B. Santos; Nuria R. Jimenez; Cristina G. Nuñez; Inmaculada R. Gomez; Mª Jose L. Fernandez; Laura A. Marquez; Ana L. Moreno; Mª Jesus Tena Huertas; Daniel Seabra; Mª Céu Salvador; Luciene Braga; Pedro Parreira; Anabela Salgueiro-Oliveira; Cristina Arreguy-Sena; Bibiana F. Oliveira; Mª Adriana Henriques; Joana Santos; Sara Lebre; Alda Marques; Clarinda Festas; Sandra Rodrigues; José Lumini; Ana G. Figueiredo; Francisco J. Hernandez-Martinez; Liliana Campi; Mª Pino Quintana-Montesdeoca; Juan F. Jimenez-Diaz; Bienvenida C. Rodriguez-De-Vera; Alexandra Parente; Mª Augusta Mata; Ana Mª Pereira; Adília Fernandes; Manuel Brás; Mª Rosário Pinto; Marta L. Basto; Ana C. Rei; Lisete M. Mónico; Gilberta Sousa; Clementina Morna; Otília Freitas; Gregório Freitas; Ana Jardim; Rita Vasconcelos; Lina G. Horta; Roger S. Rosa; Luís F. Kranz; Rita C. Nugem; Mariana S. Siqueira; Ronaldo Bordin; Rosiane Kniess; Josimari T. Lacerda; Joana Guedes; Idalina Machado; Sidalina Almeida; Adriano Zilhão; Helder Alves; Óscar Ribeiro; Ana P. Amaral; Joana Monteiro; Mª Clara Rocha; Rui Cruz; Marina Lourenço; Sandra Antunes; Verónica Mendonça; Isabel Andrade; Nádia Osório; Ana Valado; Armando Caseiro; António Gabriel; Anabela C. Martins; Fernando Mendes; Lídia Cabral; Manuela Ferreira; Amadeu Gonçalves; Tatiana D. Luz; Leonardo Luz; Raul Martins; Alice Morgado; Maria L. Vale-Dias; Rui Porta-Nova; Tânia C. Fleig; Éboni M. Reuter; Miriam B. Froemming; Sabrina L. Guerreiro; Lisiane L. Carvalho; Daniel Guedelha; P. Coelho; António Calha; Raul Cordeiro; Ana Gonçalves; Ana Certo; Ana Galvão; Aline Welter; Elayne Pereira; Marcia Kretzer; Carla Jiménez-Rodríguez; Bienvenida-Del-Carmen Rodríguez-De-Vera; Alexandre Marques-Rodrigues; Tiago Bernardes; Patrícia Sousa; João G. Filho; Nazare Nazario; Odete Amaral; António Garrido; Nélio Veiga; Ana R. Pedro; Carlos Pereira; António Almeia; Helder M. Fernandes; Carlos Vasconcelos; Nelson Sousa; Victor M. Reis; Romeu Mendes; Isabel C. Pinto; Tânia Pires; João Gama; Vera Preto; Norberto Silva; Carlos Magalhães; Matilde Martins; Mafalda Duarte; Constança Paúl; Ignácio Martín; Arminda A. Pinheiro; Sandra Xavier; Julieta Azevedo; Elisabete Bento; Cristiana Marques; António Macedo; José P. Almeida; Josiane Alves; Francisco Saavedra; Ana S. Maia; Michelle T. Oliveira; Anderson R. Sousa; Luci S. Lopes; Eujcely C. Santiago; Sílvia Monteiro; Ângelo Jesus; Armanda Colaço; António Carvalho; Agostinho Cruz; Ana Ferreira; Catarina Marques; João P. Figueiredo; Susana Paixão; Carla Lopes; Fernando Moreira; Diana Ribeiro; Telma Fernandes; Diogo Amado; Jéssica Leal; Marcelo Azevedo; Sónia Ramalho; Catarina Mangas; Jaime Ribeiro; Rita Gonçalves; Amélia F Nunes; Ana R. Tuna; Carlos R. Martins; Henriqueta D. Forte; Cláudia Costa; José A. Tenedório; Paula Santana; J. A. Andrade; J. L. Pinto; C. Campofiorito; S. Nunes; A. Carmo; A. Kaliniczenco; B. Alves; C. Jesus; F. Fonseca; F. Gehrke; Carlos Albuquerque; Rita Batista; Madalena Cunha; António Madureira; Olivério Ribeiro; Rosa Martins; Teresa Madeira; Catarina Peixoto-Plácido; Nuno Santos; Osvaldo Santos; Astrid Bergland; Asta Bye; Violeta Alarcão; Beatriz Goulão; Nuno Mendonça; Paulo Nicola; João G. Clara; João Gomes; Ana Querido; Daniel Carvalho; Marina Cordeiro; Marlene C. Rosa; Daniela Brandão; Lia Araújo; Beatriz Minghelli; Sylvina Richaud; Ana L. Mendes; Joana Marta-Simões; Inês A. Trindade; Cláudia Ferreira; Teresa Carvalho; José Pinto-Gouveia; Morgana C. Fernandes; Anabela Medeiros; Rafaela Pimentel; Andreia Fernandes; Carlos Mendonça; Susana Andrade; Ruth L. Menezes; Rafael Bravo; Marta Miranda; Lierni Ugartemendia; José Mª Tena; Lorena Fuentes-Broto; Ana B. Rodríguez; Barriga Carmen; M. A. Carneiro; J. N. Domingues; V. B. Nascimento; L. Azzalis; Ana R. Martins; Arminda Jorge; Ana Amorim; André Silva; Liliana Martinho; Luís Monteiro; Rafael Silva; Carina Coelho; Inês Coelho; André Correia; Diana Rodrigues; Nídia Marante; Pedro Silva; Sara Carvalho; André Rts Araujo; Maximiano Ribeiro; Paula Coutinho; Sandra Ventura; Fátima Roque; Cristina Calvo; Manoela Reses; Jorge Conde; David Silva; Luís Seiça; Raquel Soares; Ricardo Mourão; Teresa Kraus; Ana C. Abreu; José M. Padilha; Júlia M. Alves; Paulino Sousa; Joana Sousa; Sónia Novais; Joana Cruz; Hugo Duarte; Maria Dos Anjos Dixe; Pedro Sousa; Inês Cruz; Fernanda Bastos; Filipe Pereira; Francisco L. Carvalho; Teresa T. Oliveira; Vítor R. Raposo; José C. Ribeiro; Isabel Barroso; Vítor Rodrigues; Carmo Neves; Bárbara Oliveira; Mª Carminda Morais; Pilar Baylina; Rogério Rodrigues; Zaida Azeredo; Corália Vicente; Hélia Dias; Margarida Sim-Sim; Amélia Castilho; Rosa Melo; João Graveto; José Gomes; Marina Vaquinhas; Carla Carvalho; Nuno Brito; Cassilda Sarroeira; José Amendoeira; Fátima Cunha; Anabela Cândido; Patrícia Fernandes; Helena R. Silva; Elsa Silva; Leila Lapa; Cristina Antunes; Mª José Gomes; Susana R. Escanciano; Maria Freitas; João Marôco; Ana R. Fernandes; Cremilde Cabral; Samuel Alves; António Ferreira; Fernanda Príncipe; Ulla-Maija Seppänen; Margarida Ferreira; Maribel Carvalhais; Marilene Silva; Joana Silva; Jéssica Neves; Diana Costa; Bruno Santos; Soraia Duarte; Sílvia Marques; Isabel Mendes; Clarisse Louro; Eva Menino; Sara S. Dias; Frederico C. Valim; Joyce O. Costa; Lúcia G. Bernardes; Helena Prebianchi; Narcisa Gonçalves; Maria M. Martins; Paulina Kurcgant; André Vieira; Sandrina Bento; Sérgio Deodato; Isabel Rabiais; Laura Reis; Ana Torres; Sérgio Soares; Pedro Graça; Céu Leitão; Renato Abreu; Fernando Bellém; Ana Almeida; Edna Ribeiro-Varandas; Ana Tavares; Carolina Henriques; Célia Jordão; Sofia Neco; Carminda Morais; Carla R. Silva; Alice Brito; Antónia Silva; Gabriela Postolache; Raul Oliveira; Isabel Moreira; Luísa Pedro; Sónia Vicente; Samuel Domingos; Octavian Postolache; Darlen Silva; Dulcineia Schneider; Fátima M. Marques; Carlos Pinto; Sara Vicente; São João Breda; Anabela Salgueiro; Nuno Duarte; José C. Lopes; Hélder Nunes; Beatriz Araújo; José M. Alves; Ana S. Sousa; Cândida Ferrito; Isabel Oliveira; Cristina Martins; Ana P. Macedo; Odete Araújo; Cláudia Augusto; Fátima Braga; Lisa Gomes; Maria A. Silva; Rafaela Rosário; Luís Pimenta; Diana Carreira; Patrícia Teles; Teresa Barros; Cristina Jácome; Sylvie Capelas; Andreia Hall; Dina Alves; Marisa Lousada; Mª Helena Loureiro; Ana Camarneiro; Margarida Silva; Aida Mendes; Ana Pedreiro; Anne G.Silva; Elza S. Coelho; Flávio Melo; Fernando Ribeiro; Rui Torres; Rui Costa; Tânia Pinho; Bárbara Cruz; Diogo Carreiras; Maria Ventura; X Cruz; Dina Brooks; Miguel Neves; Carla Bizarro; Couto Margarida; Eduardo Silva; Susana Cruz; Jorge Valente; Estefania P. Gonzalez; Lierni U. Ugalde; Marta M. Vélez; Maria J. Tena; Isabel A. Becerra; Mª Elizabeth Agudelo; Guadalupe Acedo; Roberto Bajo; Isabel Malheiro; Filomena Gaspar; Luísa Barros; Luís Rama; Margarida Braga; José P. Ferreira; João Cruz; Tiago Barbosa; Ângela Simões; Luís Coelho; Francisco Martinez-Hernandez; André Ramalho; João Petrica; Pedro Mendes; João Serrano; Inês Santo; António Rosado; Paula Mendonça; Kátia Freitas; Dora Ferreira; António Brito; Renato Fernandes; Sofia Gomes; Cláudia Pinho; Rita Oliveira; Ana I. Oliveira; Ana P. Casimiro; Patrícia Martins; Iryna Silva; Diana Evangelista; Catarina Leitão; Fábia Velosa; Nélio Carecho; Anjos Dixe; Helena Catarino; Fátima Soares; Ester Gama; Clementina Gordo; Eliana Moreira; Cristiana Midões; Marlene Santos; Sara Machado; Vânia P. Oliveira; Rita Marques; Zaida Charepe; Ana Antunes; Sofia Santos; Silvana F. Marques; Eulália CaroMinghelli; Mª José Luís; Teresa Brandão; Daniel Marinho; Diogo Monteiro; Rui Paulo; Lina Monteiro; Fátima Ramalho; Rita Santos-Rocha; Sónia Morgado; Teresa Bento; Isabel Silva; Tatiana Azevedo; Salete Soares; Jacinta Pisco; Efrain O. Olszewer; Sebastião T. Oliveira; Erica Santos; Carla Maia; Maria F. Mendes; Eduarda Barreira; Josiana A. Vaz; André Novo; Luís D. Silva; Bruno Maia; Eduardo Ferreira; Filipa Pires; Renato Andrade; Luís Camarinha; Ana F. César; Mariana Poço; David Ventura; Raquel Loura; Pedro Gomes; Catarina Gomes; Cláudia Silva; Elsa Melo; João Lindo; Joana Domingos; Susana Poeta; Tiago Carvalho; Inês Garcia; Rui Meneses; Carlos Afonso; Luís Faria; Adérito Seixas; Paulo Granjo; Nelba R. Souza; Saulo V. Rocha; Paula Silva; Joana Carvalho; Paula Lebre; Liana Alencar; Ilda Cardoso; Fernanda Daniel; Maurício R. Ramos; Dayse C. Medeiros; Bruno M. Carmo; André Seabra; Cristina Padez; Manuel C. Silva; António Rodrigues; Alexandre Coelho; Madson Caminha; Filipe Matheus; Elenice Mendes; Jony Correia; Yadira Armas-Gonzalez; Cátia Rodrigues; Rosa Pedroso; Jennifer Apolinário-Hagen; Viktor Vehreschild; Milene Veloso; Celina Magalhães; Isabel Cabral; Maira Ferraz; Filipe Nave; Emília Costa; Filomena Matos; José Pacheco; António Dias; João Duarte; Daniel Silva; Valentim R. Alferes; Mª São João Brêda; Rui Pimenta; José Boavida; Maria Ribeiro; Maria Viega-Branco; Filomena Pereira; Fabrícia M. Almeida; Gustavo L. Estevez; Paulo V. João; Paulo Nogueira; Sandra Novais; Lara Carneiro; Maria Mota; Luiz Santiago; Carlos Fontes-Ribeiro; André P. Coutinho; João S. Neto; Lélia R. Vasconcelos; Estélio Dantas; Alexandra Dinis; Sérgio Carvalho; Paula Castilho; Alexandra Sarreira-Santos; Amélia Figueiredo; Lurdes Medeiros-Garcia; Paulo Seabra; Rosa Rodrigues; Paula O. Fernandes; Conceição Santiago; Mª Henriqueta Figueiredo; Teresa Guimarães; André Coelho; Anabela Graça; Ana M. Silva; Ana R. Fonseca; Luz Vale-Dias; Bárbara Minas; Graciete Franco-Borges; Cristina Simões; Ana. Proceedings of the 3rd IPLeiria’s International Health Congress. BMC Health Services Research 2016, 16, 111 -242.

AMA Style

Catarina Cardoso Tomás, Emanuel Oliveira, D. Sousa, M. Uba-Chupel, G. Furtado, C. Rocha, A. Teixeira, P. Ferreira, Celeste Alves, Stefan Gisin, Elisabete Catarino, Nelma Carvalho, Tiago Coucelo, Luís Bonfim, Carina Silva, Débora Franco, Jesús Alcoba González, Helena G. Jardim, Rita Silva, Cristina L. Baixinho, Mª Helena Presado, Mª Fátima Marques, Mário E. Cardoso, Marina Cunha, Joana Mendes, Ana Xavier, Ana Galhardo, Margarida Couto, João G. Frade, Carla Nunes, João R. Mesquita, Maria S. Nascimento, Guilherme Gonçalves, Conceição Castro, Alice Mártires, Mª João Monteiro, Conceição Rainho, Francisco P. Caballero, Fatima M. Monago, Jose T. Guerrero, Rocio M. Monago, Africa P. Trigo, Milagros L. Gutierrez, Gemma M. Milanés, Mercedes G. Reina, Ana G. Villanueva, Ana S. Piñero, Isabel R. Aliseda, Francisco B. Ramirez, Andrea Ribeiro, Ana Quelhas, Conceição Manso, Rafael B. Santos, Nuria R. Jimenez, Cristina G. Nuñez, Inmaculada R. Gomez, Mª Jose L. Fernandez, Laura A. Marquez, Ana L. Moreno, Mª Jesus Tena Huertas, Daniel Seabra, Mª Céu Salvador, Luciene Braga, Pedro Parreira, Anabela Salgueiro-Oliveira, Cristina Arreguy-Sena, Bibiana F. Oliveira, Mª Adriana Henriques, Joana Santos, Sara Lebre, Alda Marques, Clarinda Festas, Sandra Rodrigues, José Lumini, Ana G. Figueiredo, Francisco J. Hernandez-Martinez, Liliana Campi, Mª Pino Quintana-Montesdeoca, Juan F. Jimenez-Diaz, Bienvenida C. Rodriguez-De-Vera, Alexandra Parente, Mª Augusta Mata, Ana Mª Pereira, Adília Fernandes, Manuel Brás, Mª Rosário Pinto, Marta L. Basto, Ana C. Rei, Lisete M. Mónico, Gilberta Sousa, Clementina Morna, Otília Freitas, Gregório Freitas, Ana Jardim, Rita Vasconcelos, Lina G. Horta, Roger S. Rosa, Luís F. Kranz, Rita C. Nugem, Mariana S. Siqueira, Ronaldo Bordin, Rosiane Kniess, Josimari T. Lacerda, Joana Guedes, Idalina Machado, Sidalina Almeida, Adriano Zilhão, Helder Alves, Óscar Ribeiro, Ana P. Amaral, Joana Monteiro, Mª Clara Rocha, Rui Cruz, Marina Lourenço, Sandra Antunes, Verónica Mendonça, Isabel Andrade, Nádia Osório, Ana Valado, Armando Caseiro, António Gabriel, Anabela C. Martins, Fernando Mendes, Lídia Cabral, Manuela Ferreira, Amadeu Gonçalves, Tatiana D. Luz, Leonardo Luz, Raul Martins, Alice Morgado, Maria L. Vale-Dias, Rui Porta-Nova, Tânia C. Fleig, Éboni M. Reuter, Miriam B. Froemming, Sabrina L. Guerreiro, Lisiane L. Carvalho, Daniel Guedelha, P. Coelho, António Calha, Raul Cordeiro, Ana Gonçalves, Ana Certo, Ana Galvão, Aline Welter, Elayne Pereira, Marcia Kretzer, Carla Jiménez-Rodríguez, Bienvenida-Del-Carmen Rodríguez-De-Vera, Alexandre Marques-Rodrigues, Tiago Bernardes, Patrícia Sousa, João G. Filho, Nazare Nazario, Odete Amaral, António Garrido, Nélio Veiga, Ana R. Pedro, Carlos Pereira, António Almeia, Helder M. Fernandes, Carlos Vasconcelos, Nelson Sousa, Victor M. Reis, Romeu Mendes, Isabel C. Pinto, Tânia Pires, João Gama, Vera Preto, Norberto Silva, Carlos Magalhães, Matilde Martins, Mafalda Duarte, Constança Paúl, Ignácio Martín, Arminda A. Pinheiro, Sandra Xavier, Julieta Azevedo, Elisabete Bento, Cristiana Marques, António Macedo, José P. Almeida, Josiane Alves, Francisco Saavedra, Ana S. Maia, Michelle T. Oliveira, Anderson R. Sousa, Luci S. Lopes, Eujcely C. Santiago, Sílvia Monteiro, Ângelo Jesus, Armanda Colaço, António Carvalho, Agostinho Cruz, Ana Ferreira, Catarina Marques, João P. Figueiredo, Susana Paixão, Carla Lopes, Fernando Moreira, Diana Ribeiro, Telma Fernandes, Diogo Amado, Jéssica Leal, Marcelo Azevedo, Sónia Ramalho, Catarina Mangas, Jaime Ribeiro, Rita Gonçalves, Amélia F Nunes, Ana R. Tuna, Carlos R. Martins, Henriqueta D. Forte, Cláudia Costa, José A. Tenedório, Paula Santana, J. A. Andrade, J. L. Pinto, C. Campofiorito, S. Nunes, A. Carmo, A. Kaliniczenco, B. Alves, C. Jesus, F. Fonseca, F. Gehrke, Carlos Albuquerque, Rita Batista, Madalena Cunha, António Madureira, Olivério Ribeiro, Rosa Martins, Teresa Madeira, Catarina Peixoto-Plácido, Nuno Santos, Osvaldo Santos, Astrid Bergland, Asta Bye, Violeta Alarcão, Beatriz Goulão, Nuno Mendonça, Paulo Nicola, João G. Clara, João Gomes, Ana Querido, Daniel Carvalho, Marina Cordeiro, Marlene C. Rosa, Daniela Brandão, Lia Araújo, Beatriz Minghelli, Sylvina Richaud, Ana L. Mendes, Joana Marta-Simões, Inês A. Trindade, Cláudia Ferreira, Teresa Carvalho, José Pinto-Gouveia, Morgana C. Fernandes, Anabela Medeiros, Rafaela Pimentel, Andreia Fernandes, Carlos Mendonça, Susana Andrade, Ruth L. Menezes, Rafael Bravo, Marta Miranda, Lierni Ugartemendia, José Mª Tena, Lorena Fuentes-Broto, Ana B. Rodríguez, Barriga Carmen, M. A. Carneiro, J. N. Domingues, V. B. Nascimento, L. Azzalis, Ana R. Martins, Arminda Jorge, Ana Amorim, André Silva, Liliana Martinho, Luís Monteiro, Rafael Silva, Carina Coelho, Inês Coelho, André Correia, Diana Rodrigues, Nídia Marante, Pedro Silva, Sara Carvalho, André Rts Araujo, Maximiano Ribeiro, Paula Coutinho, Sandra Ventura, Fátima Roque, Cristina Calvo, Manoela Reses, Jorge Conde, David Silva, Luís Seiça, Raquel Soares, Ricardo Mourão, Teresa Kraus, Ana C. Abreu, José M. Padilha, Júlia M. Alves, Paulino Sousa, Joana Sousa, Sónia Novais, Joana Cruz, Hugo Duarte, Maria Dos Anjos Dixe, Pedro Sousa, Inês Cruz, Fernanda Bastos, Filipe Pereira, Francisco L. Carvalho, Teresa T. Oliveira, Vítor R. Raposo, José C. Ribeiro, Isabel Barroso, Vítor Rodrigues, Carmo Neves, Bárbara Oliveira, Mª Carminda Morais, Pilar Baylina, Rogério Rodrigues, Zaida Azeredo, Corália Vicente, Hélia Dias, Margarida Sim-Sim, Amélia Castilho, Rosa Melo, João Graveto, José Gomes, Marina Vaquinhas, Carla Carvalho, Nuno Brito, Cassilda Sarroeira, José Amendoeira, Fátima Cunha, Anabela Cândido, Patrícia Fernandes, Helena R. Silva, Elsa Silva, Leila Lapa, Cristina Antunes, Mª José Gomes, Susana R. Escanciano, Maria Freitas, João Marôco, Ana R. Fernandes, Cremilde Cabral, Samuel Alves, António Ferreira, Fernanda Príncipe, Ulla-Maija Seppänen, Margarida Ferreira, Maribel Carvalhais, Marilene Silva, Joana Silva, Jéssica Neves, Diana Costa, Bruno Santos, Soraia Duarte, Sílvia Marques, Isabel Mendes, Clarisse Louro, Eva Menino, Sara S. Dias, Frederico C. Valim, Joyce O. Costa, Lúcia G. Bernardes, Helena Prebianchi, Narcisa Gonçalves, Maria M. Martins, Paulina Kurcgant, André Vieira, Sandrina Bento, Sérgio Deodato, Isabel Rabiais, Laura Reis, Ana Torres, Sérgio Soares, Pedro Graça, Céu Leitão, Renato Abreu, Fernando Bellém, Ana Almeida, Edna Ribeiro-Varandas, Ana Tavares, Carolina Henriques, Célia Jordão, Sofia Neco, Carminda Morais, Carla R. Silva, Alice Brito, Antónia Silva, Gabriela Postolache, Raul Oliveira, Isabel Moreira, Luísa Pedro, Sónia Vicente, Samuel Domingos, Octavian Postolache, Darlen Silva, Dulcineia Schneider, Fátima M. Marques, Carlos Pinto, Sara Vicente, São João Breda, Anabela Salgueiro, Nuno Duarte, José C. Lopes, Hélder Nunes, Beatriz Araújo, José M. Alves, Ana S. Sousa, Cândida Ferrito, Isabel Oliveira, Cristina Martins, Ana P. Macedo, Odete Araújo, Cláudia Augusto, Fátima Braga, Lisa Gomes, Maria A. Silva, Rafaela Rosário, Luís Pimenta, Diana Carreira, Patrícia Teles, Teresa Barros, Cristina Jácome, Sylvie Capelas, Andreia Hall, Dina Alves, Marisa Lousada, Mª Helena Loureiro, Ana Camarneiro, Margarida Silva, Aida Mendes, Ana Pedreiro, Anne G.Silva, Elza S. Coelho, Flávio Melo, Fernando Ribeiro, Rui Torres, Rui Costa, Tânia Pinho, Bárbara Cruz, Diogo Carreiras, Maria Ventura, X Cruz, Dina Brooks, Miguel Neves, Carla Bizarro, Couto Margarida, Eduardo Silva, Susana Cruz, Jorge Valente, Estefania P. Gonzalez, Lierni U. Ugalde, Marta M. Vélez, Maria J. Tena, Isabel A. Becerra, Mª Elizabeth Agudelo, Guadalupe Acedo, Roberto Bajo, Isabel Malheiro, Filomena Gaspar, Luísa Barros, Luís Rama, Margarida Braga, José P. Ferreira, João Cruz, Tiago Barbosa, Ângela Simões, Luís Coelho, Francisco Martinez-Hernandez, André Ramalho, João Petrica, Pedro Mendes, João Serrano, Inês Santo, António Rosado, Paula Mendonça, Kátia Freitas, Dora Ferreira, António Brito, Renato Fernandes, Sofia Gomes, Cláudia Pinho, Rita Oliveira, Ana I. Oliveira, Ana P. Casimiro, Patrícia Martins, Iryna Silva, Diana Evangelista, Catarina Leitão, Fábia Velosa, Nélio Carecho, Anjos Dixe, Helena Catarino, Fátima Soares, Ester Gama, Clementina Gordo, Eliana Moreira, Cristiana Midões, Marlene Santos, Sara Machado, Vânia P. Oliveira, Rita Marques, Zaida Charepe, Ana Antunes, Sofia Santos, Silvana F. Marques, Eulália CaroMinghelli, Mª José Luís, Teresa Brandão, Daniel Marinho, Diogo Monteiro, Rui Paulo, Lina Monteiro, Fátima Ramalho, Rita Santos-Rocha, Sónia Morgado, Teresa Bento, Isabel Silva, Tatiana Azevedo, Salete Soares, Jacinta Pisco, Efrain O. Olszewer, Sebastião T. Oliveira, Erica Santos, Carla Maia, Maria F. Mendes, Eduarda Barreira, Josiana A. Vaz, André Novo, Luís D. Silva, Bruno Maia, Eduardo Ferreira, Filipa Pires, Renato Andrade, Luís Camarinha, Ana F. César, Mariana Poço, David Ventura, Raquel Loura, Pedro Gomes, Catarina Gomes, Cláudia Silva, Elsa Melo, João Lindo, Joana Domingos, Susana Poeta, Tiago Carvalho, Inês Garcia, Rui Meneses, Carlos Afonso, Luís Faria, Adérito Seixas, Paulo Granjo, Nelba R. Souza, Saulo V. Rocha, Paula Silva, Joana Carvalho, Paula Lebre, Liana Alencar, Ilda Cardoso, Fernanda Daniel, Maurício R. Ramos, Dayse C. Medeiros, Bruno M. Carmo, André Seabra, Cristina Padez, Manuel C. Silva, António Rodrigues, Alexandre Coelho, Madson Caminha, Filipe Matheus, Elenice Mendes, Jony Correia, Yadira Armas-Gonzalez, Cátia Rodrigues, Rosa Pedroso, Jennifer Apolinário-Hagen, Viktor Vehreschild, Milene Veloso, Celina Magalhães, Isabel Cabral, Maira Ferraz, Filipe Nave, Emília Costa, Filomena Matos, José Pacheco, António Dias, João Duarte, Daniel Silva, Valentim R. Alferes, Mª São João Brêda, Rui Pimenta, José Boavida, Maria Ribeiro, Maria Viega-Branco, Filomena Pereira, Fabrícia M. Almeida, Gustavo L. Estevez, Paulo V. João, Paulo Nogueira, Sandra Novais, Lara Carneiro, Maria Mota, Luiz Santiago, Carlos Fontes-Ribeiro, André P. Coutinho, João S. Neto, Lélia R. Vasconcelos, Estélio Dantas, Alexandra Dinis, Sérgio Carvalho, Paula Castilho, Alexandra Sarreira-Santos, Amélia Figueiredo, Lurdes Medeiros-Garcia, Paulo Seabra, Rosa Rodrigues, Paula O. Fernandes, Conceição Santiago, Mª Henriqueta Figueiredo, Teresa Guimarães, André Coelho, Anabela Graça, Ana M. Silva, Ana R. Fonseca, Luz Vale-Dias, Bárbara Minas, Graciete Franco-Borges, Cristina Simões, Ana. Proceedings of the 3rd IPLeiria’s International Health Congress. BMC Health Services Research. 2016; 16 (3):111-242.

Chicago/Turabian Style

Catarina Cardoso Tomás; Emanuel Oliveira; D. Sousa; M. Uba-Chupel; G. Furtado; C. Rocha; A. Teixeira; P. Ferreira; Celeste Alves; Stefan Gisin; Elisabete Catarino; Nelma Carvalho; Tiago Coucelo; Luís Bonfim; Carina Silva; Débora Franco; Jesús Alcoba González; Helena G. Jardim; Rita Silva; Cristina L. Baixinho; Mª Helena Presado; Mª Fátima Marques; Mário E. Cardoso; Marina Cunha; Joana Mendes; Ana Xavier; Ana Galhardo; Margarida Couto; João G. Frade; Carla Nunes; João R. Mesquita; Maria S. Nascimento; Guilherme Gonçalves; Conceição Castro; Alice Mártires; Mª João Monteiro; Conceição Rainho; Francisco P. Caballero; Fatima M. Monago; Jose T. Guerrero; Rocio M. Monago; Africa P. Trigo; Milagros L. Gutierrez; Gemma M. Milanés; Mercedes G. Reina; Ana G. Villanueva; Ana S. Piñero; Isabel R. Aliseda; Francisco B. Ramirez; Andrea Ribeiro; Ana Quelhas; Conceição Manso; Rafael B. Santos; Nuria R. Jimenez; Cristina G. Nuñez; Inmaculada R. Gomez; Mª Jose L. Fernandez; Laura A. Marquez; Ana L. Moreno; Mª Jesus Tena Huertas; Daniel Seabra; Mª Céu Salvador; Luciene Braga; Pedro Parreira; Anabela Salgueiro-Oliveira; Cristina Arreguy-Sena; Bibiana F. Oliveira; Mª Adriana Henriques; Joana Santos; Sara Lebre; Alda Marques; Clarinda Festas; Sandra Rodrigues; José Lumini; Ana G. Figueiredo; Francisco J. Hernandez-Martinez; Liliana Campi; Mª Pino Quintana-Montesdeoca; Juan F. Jimenez-Diaz; Bienvenida C. Rodriguez-De-Vera; Alexandra Parente; Mª Augusta Mata; Ana Mª Pereira; Adília Fernandes; Manuel Brás; Mª Rosário Pinto; Marta L. Basto; Ana C. Rei; Lisete M. Mónico; Gilberta Sousa; Clementina Morna; Otília Freitas; Gregório Freitas; Ana Jardim; Rita Vasconcelos; Lina G. Horta; Roger S. Rosa; Luís F. Kranz; Rita C. Nugem; Mariana S. Siqueira; Ronaldo Bordin; Rosiane Kniess; Josimari T. Lacerda; Joana Guedes; Idalina Machado; Sidalina Almeida; Adriano Zilhão; Helder Alves; Óscar Ribeiro; Ana P. Amaral; Joana Monteiro; Mª Clara Rocha; Rui Cruz; Marina Lourenço; Sandra Antunes; Verónica Mendonça; Isabel Andrade; Nádia Osório; Ana Valado; Armando Caseiro; António Gabriel; Anabela C. Martins; Fernando Mendes; Lídia Cabral; Manuela Ferreira; Amadeu Gonçalves; Tatiana D. Luz; Leonardo Luz; Raul Martins; Alice Morgado; Maria L. Vale-Dias; Rui Porta-Nova; Tânia C. Fleig; Éboni M. Reuter; Miriam B. Froemming; Sabrina L. Guerreiro; Lisiane L. Carvalho; Daniel Guedelha; P. Coelho; António Calha; Raul Cordeiro; Ana Gonçalves; Ana Certo; Ana Galvão; Aline Welter; Elayne Pereira; Marcia Kretzer; Carla Jiménez-Rodríguez; Bienvenida-Del-Carmen Rodríguez-De-Vera; Alexandre Marques-Rodrigues; Tiago Bernardes; Patrícia Sousa; João G. Filho; Nazare Nazario; Odete Amaral; António Garrido; Nélio Veiga; Ana R. Pedro; Carlos Pereira; António Almeia; Helder M. Fernandes; Carlos Vasconcelos; Nelson Sousa; Victor M. Reis; Romeu Mendes; Isabel C. Pinto; Tânia Pires; João Gama; Vera Preto; Norberto Silva; Carlos Magalhães; Matilde Martins; Mafalda Duarte; Constança Paúl; Ignácio Martín; Arminda A. Pinheiro; Sandra Xavier; Julieta Azevedo; Elisabete Bento; Cristiana Marques; António Macedo; José P. Almeida; Josiane Alves; Francisco Saavedra; Ana S. Maia; Michelle T. Oliveira; Anderson R. Sousa; Luci S. Lopes; Eujcely C. Santiago; Sílvia Monteiro; Ângelo Jesus; Armanda Colaço; António Carvalho; Agostinho Cruz; Ana Ferreira; Catarina Marques; João P. Figueiredo; Susana Paixão; Carla Lopes; Fernando Moreira; Diana Ribeiro; Telma Fernandes; Diogo Amado; Jéssica Leal; Marcelo Azevedo; Sónia Ramalho; Catarina Mangas; Jaime Ribeiro; Rita Gonçalves; Amélia F Nunes; Ana R. Tuna; Carlos R. Martins; Henriqueta D. Forte; Cláudia Costa; José A. Tenedório; Paula Santana; J. A. Andrade; J. L. Pinto; C. Campofiorito; S. Nunes; A. Carmo; A. Kaliniczenco; B. Alves; C. Jesus; F. Fonseca; F. Gehrke; Carlos Albuquerque; Rita Batista; Madalena Cunha; António Madureira; Olivério Ribeiro; Rosa Martins; Teresa Madeira; Catarina Peixoto-Plácido; Nuno Santos; Osvaldo Santos; Astrid Bergland; Asta Bye; Violeta Alarcão; Beatriz Goulão; Nuno Mendonça; Paulo Nicola; João G. Clara; João Gomes; Ana Querido; Daniel Carvalho; Marina Cordeiro; Marlene C. Rosa; Daniela Brandão; Lia Araújo; Beatriz Minghelli; Sylvina Richaud; Ana L. Mendes; Joana Marta-Simões; Inês A. Trindade; Cláudia Ferreira; Teresa Carvalho; José Pinto-Gouveia; Morgana C. Fernandes; Anabela Medeiros; Rafaela Pimentel; Andreia Fernandes; Carlos Mendonça; Susana Andrade; Ruth L. Menezes; Rafael Bravo; Marta Miranda; Lierni Ugartemendia; José Mª Tena; Lorena Fuentes-Broto; Ana B. Rodríguez; Barriga Carmen; M. A. Carneiro; J. N. Domingues; V. B. Nascimento; L. Azzalis; Ana R. Martins; Arminda Jorge; Ana Amorim; André Silva; Liliana Martinho; Luís Monteiro; Rafael Silva; Carina Coelho; Inês Coelho; André Correia; Diana Rodrigues; Nídia Marante; Pedro Silva; Sara Carvalho; André Rts Araujo; Maximiano Ribeiro; Paula Coutinho; Sandra Ventura; Fátima Roque; Cristina Calvo; Manoela Reses; Jorge Conde; David Silva; Luís Seiça; Raquel Soares; Ricardo Mourão; Teresa Kraus; Ana C. Abreu; José M. Padilha; Júlia M. Alves; Paulino Sousa; Joana Sousa; Sónia Novais; Joana Cruz; Hugo Duarte; Maria Dos Anjos Dixe; Pedro Sousa; Inês Cruz; Fernanda Bastos; Filipe Pereira; Francisco L. Carvalho; Teresa T. Oliveira; Vítor R. Raposo; José C. Ribeiro; Isabel Barroso; Vítor Rodrigues; Carmo Neves; Bárbara Oliveira; Mª Carminda Morais; Pilar Baylina; Rogério Rodrigues; Zaida Azeredo; Corália Vicente; Hélia Dias; Margarida Sim-Sim; Amélia Castilho; Rosa Melo; João Graveto; José Gomes; Marina Vaquinhas; Carla Carvalho; Nuno Brito; Cassilda Sarroeira; José Amendoeira; Fátima Cunha; Anabela Cândido; Patrícia Fernandes; Helena R. Silva; Elsa Silva; Leila Lapa; Cristina Antunes; Mª José Gomes; Susana R. Escanciano; Maria Freitas; João Marôco; Ana R. Fernandes; Cremilde Cabral; Samuel Alves; António Ferreira; Fernanda Príncipe; Ulla-Maija Seppänen; Margarida Ferreira; Maribel Carvalhais; Marilene Silva; Joana Silva; Jéssica Neves; Diana Costa; Bruno Santos; Soraia Duarte; Sílvia Marques; Isabel Mendes; Clarisse Louro; Eva Menino; Sara S. Dias; Frederico C. Valim; Joyce O. Costa; Lúcia G. Bernardes; Helena Prebianchi; Narcisa Gonçalves; Maria M. Martins; Paulina Kurcgant; André Vieira; Sandrina Bento; Sérgio Deodato; Isabel Rabiais; Laura Reis; Ana Torres; Sérgio Soares; Pedro Graça; Céu Leitão; Renato Abreu; Fernando Bellém; Ana Almeida; Edna Ribeiro-Varandas; Ana Tavares; Carolina Henriques; Célia Jordão; Sofia Neco; Carminda Morais; Carla R. Silva; Alice Brito; Antónia Silva; Gabriela Postolache; Raul Oliveira; Isabel Moreira; Luísa Pedro; Sónia Vicente; Samuel Domingos; Octavian Postolache; Darlen Silva; Dulcineia Schneider; Fátima M. Marques; Carlos Pinto; Sara Vicente; São João Breda; Anabela Salgueiro; Nuno Duarte; José C. Lopes; Hélder Nunes; Beatriz Araújo; José M. Alves; Ana S. Sousa; Cândida Ferrito; Isabel Oliveira; Cristina Martins; Ana P. Macedo; Odete Araújo; Cláudia Augusto; Fátima Braga; Lisa Gomes; Maria A. Silva; Rafaela Rosário; Luís Pimenta; Diana Carreira; Patrícia Teles; Teresa Barros; Cristina Jácome; Sylvie Capelas; Andreia Hall; Dina Alves; Marisa Lousada; Mª Helena Loureiro; Ana Camarneiro; Margarida Silva; Aida Mendes; Ana Pedreiro; Anne G.Silva; Elza S. Coelho; Flávio Melo; Fernando Ribeiro; Rui Torres; Rui Costa; Tânia Pinho; Bárbara Cruz; Diogo Carreiras; Maria Ventura; X Cruz; Dina Brooks; Miguel Neves; Carla Bizarro; Couto Margarida; Eduardo Silva; Susana Cruz; Jorge Valente; Estefania P. Gonzalez; Lierni U. Ugalde; Marta M. Vélez; Maria J. Tena; Isabel A. Becerra; Mª Elizabeth Agudelo; Guadalupe Acedo; Roberto Bajo; Isabel Malheiro; Filomena Gaspar; Luísa Barros; Luís Rama; Margarida Braga; José P. Ferreira; João Cruz; Tiago Barbosa; Ângela Simões; Luís Coelho; Francisco Martinez-Hernandez; André Ramalho; João Petrica; Pedro Mendes; João Serrano; Inês Santo; António Rosado; Paula Mendonça; Kátia Freitas; Dora Ferreira; António Brito; Renato Fernandes; Sofia Gomes; Cláudia Pinho; Rita Oliveira; Ana I. Oliveira; Ana P. Casimiro; Patrícia Martins; Iryna Silva; Diana Evangelista; Catarina Leitão; Fábia Velosa; Nélio Carecho; Anjos Dixe; Helena Catarino; Fátima Soares; Ester Gama; Clementina Gordo; Eliana Moreira; Cristiana Midões; Marlene Santos; Sara Machado; Vânia P. Oliveira; Rita Marques; Zaida Charepe; Ana Antunes; Sofia Santos; Silvana F. Marques; Eulália CaroMinghelli; Mª José Luís; Teresa Brandão; Daniel Marinho; Diogo Monteiro; Rui Paulo; Lina Monteiro; Fátima Ramalho; Rita Santos-Rocha; Sónia Morgado; Teresa Bento; Isabel Silva; Tatiana Azevedo; Salete Soares; Jacinta Pisco; Efrain O. Olszewer; Sebastião T. Oliveira; Erica Santos; Carla Maia; Maria F. Mendes; Eduarda Barreira; Josiana A. Vaz; André Novo; Luís D. Silva; Bruno Maia; Eduardo Ferreira; Filipa Pires; Renato Andrade; Luís Camarinha; Ana F. César; Mariana Poço; David Ventura; Raquel Loura; Pedro Gomes; Catarina Gomes; Cláudia Silva; Elsa Melo; João Lindo; Joana Domingos; Susana Poeta; Tiago Carvalho; Inês Garcia; Rui Meneses; Carlos Afonso; Luís Faria; Adérito Seixas; Paulo Granjo; Nelba R. Souza; Saulo V. Rocha; Paula Silva; Joana Carvalho; Paula Lebre; Liana Alencar; Ilda Cardoso; Fernanda Daniel; Maurício R. Ramos; Dayse C. Medeiros; Bruno M. Carmo; André Seabra; Cristina Padez; Manuel C. Silva; António Rodrigues; Alexandre Coelho; Madson Caminha; Filipe Matheus; Elenice Mendes; Jony Correia; Yadira Armas-Gonzalez; Cátia Rodrigues; Rosa Pedroso; Jennifer Apolinário-Hagen; Viktor Vehreschild; Milene Veloso; Celina Magalhães; Isabel Cabral; Maira Ferraz; Filipe Nave; Emília Costa; Filomena Matos; José Pacheco; António Dias; João Duarte; Daniel Silva; Valentim R. Alferes; Mª São João Brêda; Rui Pimenta; José Boavida; Maria Ribeiro; Maria Viega-Branco; Filomena Pereira; Fabrícia M. Almeida; Gustavo L. Estevez; Paulo V. João; Paulo Nogueira; Sandra Novais; Lara Carneiro; Maria Mota; Luiz Santiago; Carlos Fontes-Ribeiro; André P. Coutinho; João S. Neto; Lélia R. Vasconcelos; Estélio Dantas; Alexandra Dinis; Sérgio Carvalho; Paula Castilho; Alexandra Sarreira-Santos; Amélia Figueiredo; Lurdes Medeiros-Garcia; Paulo Seabra; Rosa Rodrigues; Paula O. Fernandes; Conceição Santiago; Mª Henriqueta Figueiredo; Teresa Guimarães; André Coelho; Anabela Graça; Ana M. Silva; Ana R. Fonseca; Luz Vale-Dias; Bárbara Minas; Graciete Franco-Borges; Cristina Simões; Ana. 2016. "Proceedings of the 3rd IPLeiria’s International Health Congress." BMC Health Services Research 16, no. 3: 111-242.

Conference paper
Published: 02 July 2016 in Computer Vision
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Ensembles of classifiers have recently received a resounding interest due to their successful application in different scenarios. In this paper, our main focus is on using ensembles of one-against-all classifiers in multiclass problems. Current approaches in multiclass problems are often focused in dividing the problem but seldom focus on cooperating strategies between classifiers. We propose a framework based on Support Vector Machines (SVM) one-against-all baseline ensemble classifiers that includes a Multiclass Ensemble Function (MEF) to heuristically incorporate both the predictions of individual classifiers as well as the confidence margin associated with those predictions to determine the final ensemble output. The results achieved with the renown Iris and Wine datasets show the performance improvement achieved by the proposed multiclass ensemble of one-against-all SVM classifiers.

ACS Style

Catarina Silva; Bernardete Ribeiro. Multiclass Ensemble of One-against-all SVM Classifiers. Computer Vision 2016, 531 -539.

AMA Style

Catarina Silva, Bernardete Ribeiro. Multiclass Ensemble of One-against-all SVM Classifiers. Computer Vision. 2016; ():531-539.

Chicago/Turabian Style

Catarina Silva; Bernardete Ribeiro. 2016. "Multiclass Ensemble of One-against-all SVM Classifiers." Computer Vision , no. : 531-539.