Building autonomous sensitive artificial listeners (Extended abstract)

This paper describes a substantial effort to build a real-time interactive multimodal dialogue system with a focus on emotional and non-verbal interaction capabilities. The work is motivated by the aim to provide technology with competences in perceiving and producing the emotional and non-verbal behaviours required to sustain a conversational dialogue. We present the Sensitive Artificial Listener (SAL) scenario as a setting which seems particularly suited for the study of emotional and non-verbal behaviour, since it requires only very limited verbal understanding on the part of the machine. This scenario allows us to concentrate on non-verbal capabilities without having to address at the same time the challenges of spoken language understanding, task modeling etc. We first summarise three prototype versions of the SAL scenario, in which the behaviour of the Sensitive Artificial Listener characters was determined by a human operator. These prototypes served the purpose of verifying the effectiveness of the SAL scenario and allowed us to collect data required for building system components for analysing and synthesising the respective behaviours. We then describe the fully autonomous integrated real-time system we created, which combines incremental analysis of user behaviour, dialogue management, and synthesis of speaker and listener behaviour of a SAL character displayed as a virtual agent. We discuss principles that should underlie the evaluation of SAL-type systems. Since the system is designed for modularity and reuse, and since it is publicly available, the SAL system has potential as a joint research tool in the affective computing research community.

Matematik Öğretmeni Adaylarının Dörtgenleri Sınıflandırma Becerilerinin İncelenmesi

This study aimed to explore prospective teachers’ performance on recognizing quadrilaterals with their special cases and constructing a hierarchical classification of them. The participants consisted of 44 freshmen studying at a public university’s elementary school mathematics education department. Data was collected with a question form containing two questions at the first day of the geometry course taught in the second term of the first year. For quantifying the data of the first question, while students who identify the prototypes of quadrilaterals and their special cases were given 1 and 2 points for each correct answer respectively, -1 point was given for each incorrect answer. The similarity index was employed to quantify students’ concept maps. We investigated that students could detect the prototypes of the quadrilaterals but not their special cases. Additionally, the similarity index between majority of freshmen’ concept maps and the referent map was found as low or moderate.

Enhancing the Manufacturing Knowledge of Undergraduate Engineering Students: A Case Study of a Design-Build-Test Challenge Involving Folding Bicycles

Many engineers currently in professional practice will have gained a degree level qualification which involved studying a curriculum heavy with mathematics and engineering science. While this knowledge is vital to the engineering design process so also is manufacturing knowledge, if the resulting designs are to be both technically and commercially viable.
The methodology advanced by the CDIO Initiative aims to improve engineering education by teaching in the context of Conceiving, Designing, Implementing and Operating products, processes or systems. A key element of this approach is the use of Design-Built-Test (DBT) projects as the core of an integrated curriculum. This approach facilitates the development of professional skills as well as the application of technical knowledge and skills developed in other parts of the degree programme. This approach also changes the role of lecturer to that of facilitator / coach in an active learning environment in which students gain concrete experiences that support their development.
The case study herein describes Mechanical Engineering undergraduate student involvement in the manufacture and assembly of concept and functional prototypes of a folding bicycle.

Tech Fashion : Fashion Institutionalization in Digital Technology

This thesis explores aesthetization in general and fashion in particular in digital technology design and how we can design digital technology to account for the extended influences of fashion. The thesis applies a combination of methods to explore the new design space at the intersection of fashion and technology. First, it contributes to theoretical understandings of aesthetization and fashion institutionalization that influence digital technology design. We show that there is an unstable aesthetization in mobile design and the increased aesthetization is closely related to the fashion industry. Fashion emerged through shared institutional activities, which are usually in the form of action nets in the design of digital devices. “Tech Fashion” is proposed to interpret such dynamic action nets of institutional arrangements that make digital technology fashionable and desirable. Second, through associative design research, we have designed and developed two prototypes that account for institutionalized fashion values, such as the concept “outfit-centric accessory.” We call for a more extensive collaboration between fashion design and interaction design.

Valves cardiaques par génie tissulaire - Simplification des essais et concept tubulaire

Les substituts valvulaires disponibles actuellement comportent encore plusieurs lacunes. La disponibilité restreinte des allogreffes, les risques de coagulation associés aux valves mécaniques et la durabilité limitée des bioprothèses en tissu animal sont toutes des problématiques que le génie tissulaire a le potentiel de surmonter. Avec la méthode d’auto-assemblage, le seul support des cellules consiste en leur propre matrice extracellulaire, permettant la fabrication d’un tissu entièrement libre de matériau exogène. Ce projet a été précédé par ceux des doctorantes Catherine Tremblay et Véronique Laterreur, ayant respectivement développé une méthode de fabrication de valves moulées par auto-assemblage et une nouvelle version de bioréacteur. Au cours de cette maîtrise, le nouveau bioréacteur a été adapté à une utilisation stérile avec des tissus vivants et la méthode de fabrication de valves moulées a été modifiée puis éprouvée avec la production de 4 prototypes. Ces derniers n’ont pas permis d’obtenir des performances satisfaisantes en bioréacteur, motivant la conception d’une nouvelle méthode. Plutôt que de tenter de répliquer la forme native des valves cardiaques, des études récentes ont suggéré une géométrie tubulaire. Cela permettrait une fabrication simplifiée, une implantation rapide, et un encombrement minimal en vue d’opérations percutanées. Cette approche minimaliste s’accorde bien avec la méthode d’auto-assemblage, qui a déjà été utilisée pour la production de vaisseaux de petits diamètres. Un total de 11 tubes ont été produits par l’enroulement de feuillets fibroblastiques auto-assemblés, puis ont été transférés sur des mandrins de diamètre inférieur, leur permettant de se contracter librement. La caractérisation de deux tubes contrôles a démontré que cette phase de précontraction était bénéfique pour les propriétés du tissu en plus de prévenir la contraction en bioréacteur. Les prototypes finaux pouvaient supporter un écoulement physiologique pulmonaire. Cette nouvelle méthode montre que le procédé d’auto-assemblage a le potentiel d’être utilisé pour fabriquer des valves cardiaques tubulaires.

Modélisation du comportement des bétons fibrés à ultra-hautes performances par la micromécanique : Effet de l'orientation des fibres à l'échelle de la structure

Cette thèse s’inscrit dans le contexte d’une optimisation industrielle et économique des éléments de structure en BFUP permettant d’en garantir la ductilité au niveau structural, tout en ajustant la quantité de fibres et en optimisant le mode de fabrication. Le modèle développé décrit explicitement la participation du renfort fibré en traction au niveau local, en enchaînant une phase de comportement écrouissante suivie d’une phase adoucissante. La loi de comportement est fonction de la densité, de l’orientation des fibres vis-à-vis des directions principales de traction, de leur élancement et d’autres paramètres matériaux usuels liés aux fibres, à la matrice cimentaire et à leur interaction. L’orientation des fibres est prise en compte à partir d’une loi de probabilité normale à une ou deux variables permettant de reproduire n’importe quelle orientation obtenue à partir d’un calcul représentatif de la mise en oeuvre du BFUP frais ou renseignée par analyse expérimentale sur prototype. Enfin, le modèle reproduit la fissuration des BFUP sur le principe des modèles de fissures diffuses et tournantes. La loi de comportement est intégrée au sein d’un logiciel de calcul de structure par éléments finis, permettant de l’utiliser comme un outil prédictif de la fiabilité et de la ductilité globale d’éléments en BFUP. Deux campagnes expérimentales ont été effectuées, une à l’Université Laval de Québec et l’autre à l’Ifsttar, Marne-la-Vallée. La première permet de valider la capacité du modèle reproduire le comportement global sous des sollicitations typiques de traction et de flexion dans des éléments structurels simples pour lesquels l’orientation préférentielle des fibres a été renseignée par tomographie. La seconde campagne expérimentale démontre les capacités du modèle dans une démarche d’optimisation, pour la fabrication de plaques nervurées relativement complexes et présentant un intérêt industriel potentiel pour lesquels différentes modalités de fabrication et des BFUP plus ou moins fibrés ont été envisagés. Le contrôle de la répartition et de l’orientation des fibres a été réalisé à partir d’essais mécaniques sur prélèvements. Les prévisions du modèle ont été confrontées au comportement structurel global et à la ductilité mis en évidence expérimentalement. Le modèle a ainsi pu être qualifié vis-à-vis des méthodes analytiques usuelles de l’ingénierie, en prenant en compte la variabilité statistique. Des pistes d’amélioration et de complément de développement ont été identifiées.

Développement et caractérisation de nouveaux nanocomposites polymères électriquement conductueurs pour plaques bipolaires de piles à combustible à membrane échangeuse de protons, PEMFC

Face à la diminution des ressources énergétiques et à l’augmentation de la pollution des énergies fossiles, de très nombreuses recherches sont actuellement menées pour produire de l’énergie propre et durable et pour réduire l’utilisation des sources d’énergies fossiles caractérisées par leur production intrinsèque des gaz à effet de serre. La pile à combustible à membrane échangeuse de protons (PEMFC) est une technologie qui prend de plus en plus d’ampleur pour produire l’énergie qui s’inscrit dans un contexte de développement durable. La PEMFC est un dispositif électrochimique qui fonctionne selon le principe inverse de l’électrolyse de l’eau. Elle convertit l’énergie de la réaction chimique entre l’hydrogène et l’oxygène (ou l’air) en puissance électrique, chaleur et eau; son seul rejet dans l’atmosphère est de la vapeur d’eau. Une pile de type PEMFC est constituée d’un empilement Électrode-Membrane-Électrode (EME) où la membrane consiste en un électrolyte polymère solide séparant les deux électrodes (l’anode et la cathode). Cet ensemble est intégré entre deux plaques bipolaires (BP) qui permettent de collecter le courant électrique et de distribuer les gaz grâce à des chemins de circulation gravés sur chacune de ses deux faces. La plupart des recherches focalisent sur la PEMFC afin d’améliorer ses performances électriques et sa durabilité et aussi de réduire son coût de production. Ces recherches portent sur le développement et la caractérisation des divers éléments de ce type de pile; y compris les éléments les plus coûteux et les plus massifs, tels que les plaques bipolaires. La conception de ces plaques doit tenir compte de plusieurs paramètres : elles doivent posséder une bonne perméabilité aux gaz et doivent combiner les propriétés de résistance mécanique, de stabilité chimique et thermique ainsi qu’une conductivité électrique élevée. Elles doivent aussi permettre d’évacuer adéquatement la chaleur générée dans le cœur de la cellule. Les plaques bipolaires métalliques sont pénalisées par leur faible résistance à la corrosion et celles en graphite sont fragiles et leur coût de fabrication est élevé (dû aux phases d’usinage des canaux de cheminement des gaz). C’est pourquoi de nombreuses recherches sont orientées vers le développement d’un nouveau concept de plaques bipolaires. La voie la plus prometteuse est de remplacer les matériaux métalliques et le graphite par des composites à matrice polymère. Les plaques bipolaires composites apparaissent attrayantes en raison de leur facilité de mise en œuvre et leur faible coût de production mais nécessitent une amélioration de leurs propriétés électriques et mécaniques, d’où l’objectif principal de cette thèse dans laquelle on propose: i) un matériau nanocomposite développé par extrusion bi-vis qui est à base de polymères chargés d’additifs solides conducteurs, incluant des nanotubes de carbone. ii) fabriquer un prototype de plaque bipolaire à partir de ces matériaux en utilisant le procédé de compression à chaud avec un refroidissement contrôlé. Dans ce projet, deux polymères thermoplastiques ont été utilisés, le polyfluorure de vinylidène (PVDF) et le polyéthylène téréphtalate (PET). Les charges électriquement conductrices sélectionnées sont: le noir de carbone, le graphite et les nanotubes de carbones. La combinaison de ces charges conductrices a été aussi étudiée visant à obtenir des formulations optimisées. La conductivité électrique à travers l’épaisseur des échantillons développés ainsi que leurs propriétés mécaniques ont été soigneusement caractérisées. Les résultats ont montré que non seulement la combinaison entre les charges conductrices influence les propriétés électriques et mécaniques des prototypes développés, mais aussi la distribution de ces charges (qui de son côté dépend de leur nature, leur taille et leurs propriétés de surface), avait aidé à améliorer les propriétés visées. Il a été observé que le traitement de surface des nanotubes de carbone avait aidé à l’amélioration de la conductivité électrique et la résistance mécanique des prototypes. Le taux de cristallinité généré durant le procédé de moulage par compression des prototypes de plaques bipolaires ainsi que la cinétique de cristallisation jouent un rôle important pour l’optimisation des propriétés électriques et mécaniques visées.

Prototipagem ágil centrada no utilizador : aplicações de second screen

Com o desenvolvimento das tecnologias da Comunicação, o ser humano tem alterado os seus hábitos de consumo televisivo. Neste contexto, destaca-se o uso de aplicações mobile designadas como Second Screen, as quais, entre outras possibilidades, permitem interagir com conteúdos adicionais aos que se encontram a ser transmitidos na televisão. Sendo este fenómeno relativamente recente, pretende-se compreender qual a abordagem a adotar no desenvolvimento de uma prototipagem ágil de aplicações Second Screen centradas no utilizador. De modo a compreender o respetivo processo, iniciou-se o estudo com um enquadramento teórico, que possibilitou a familiarização com as aplicações Second Screen e ferramentas de prototipagem ágil já existentes. Após o enquadramento teórico, procedeu-se à criação de dois mockups de aplicações Second Screen, que foram testados em Focus Groups. A partir dos dados obtidos, desenvolveram-se dois protótipos ágeis, os quais foram submetidos a uma última fase de testes (Experimentação por observação, Entrevista e Questionário de avaliação, respetivamente). Os participantes deste estudo foram os mesmos para ambas as fases de testes, constituindo um grupo de consumidores, um grupo de designers e um grupo de especialistas na área de prototipagem. Os resultados obtidos, a partir dos protótipos concebidos, comprovam a validade do processo realizado neste estudo, podendo este ser usado para desenvolver protótipos de aplicações mobile e Second Screen.

Designing gainsharing model variations with logistics service company

This thesis studies, in collaboration with a Finnish logistics service company, gainsharing and the development of a gainsharing models in a logistics outsourcing context. The purpose of the study is to create various gainsharing model variations for the use of a service provider and its customers in order to develop and enhance the customer’s processes and operations, create savings and improve the collaboration between the companies. The study concentrates on offering gainsharing model alternatives for companies operating in internal logistics outsourcing context. Additionally, the prerequisites for the gainsharing arrangement are introduced. In the beginning of the study an extensive literature review is conducted. There are three main themes explored which are the collaboration in an outsourcing context, key account management and gainsharing philosophy. The customer expectations and experiences are gathered by interviewing case company’s employees and its key customers. In order to design the gainsharing model prototypes, customers and other experts’ knowledge and experiences are utilized. The result of this thesis is five gainsharing model variations that are based on the empirical and theoretical data. In addition, the instructions related to each created model are given to the case company, but are not available in this paper

BUILDING EFFICIENT AND COST-EFFECTIVE CLOUD-BASED BIG DATA MANAGEMENT SYSTEMS

In today’s big data world, data is being produced in massive volumes, at great velocity and from a variety of different sources such as mobile devices, sensors, a plethora of small devices hooked to the internet (Internet of Things), social networks, communication networks and many others. Interactive querying and large-scale analytics are being increasingly used to derive value out of this big data. A large portion of this data is being stored and processed in the Cloud due the several advantages provided by the Cloud such as scalability, elasticity, availability, low cost of ownership and the overall economies of scale. There is thus, a growing need for large-scale cloud-based data management systems that can support real-time ingest, storage and processing of large volumes of heterogeneous data. However, in the pay-as-you-go Cloud environment, the cost of analytics can grow linearly with the time and resources required. Reducing the cost of data analytics in the Cloud thus remains a primary challenge. In my dissertation research, I have focused on building efficient and cost-effective cloud-based data management systems for different application domains that are predominant in cloud computing environments. In the first part of my dissertation, I address the problem of reducing the cost of transactional workloads on relational databases to support database-as-a-service in the Cloud. The primary challenges in supporting such workloads include choosing how to partition the data across a large number of machines, minimizing the number of distributed transactions, providing high data availability, and tolerating failures gracefully. I have designed, built and evaluated SWORD, an end-to-end scalable online transaction processing system, that utilizes workload-aware data placement and replication to minimize the number of distributed transactions that incorporates a suite of novel techniques to significantly reduce the overheads incurred both during the initial placement of data, and during query execution at runtime. In the second part of my dissertation, I focus on sampling-based progressive analytics as a means to reduce the cost of data analytics in the relational domain. Sampling has been traditionally used by data scientists to get progressive answers to complex analytical tasks over large volumes of data. Typically, this involves manually extracting samples of increasing data size (progressive samples) for exploratory querying. This provides the data scientists with user control, repeatable semantics, and result provenance. However, such solutions result in tedious workflows that preclude the reuse of work across samples. On the other hand, existing approximate query processing systems report early results, but do not offer the above benefits for complex ad-hoc queries. I propose a new progressive data-parallel computation framework, NOW!, that provides support for progressive analytics over big data. In particular, NOW! enables progressive relational (SQL) query support in the Cloud using unique progress semantics that allow efficient and deterministic query processing over samples providing meaningful early results and provenance to data scientists. NOW! enables the provision of early results using significantly fewer resources thereby enabling a substantial reduction in the cost incurred during such analytics. Finally, I propose NSCALE, a system for efficient and cost-effective complex analytics on large-scale graph-structured data in the Cloud. The system is based on the key observation that a wide range of complex analysis tasks over graph data require processing and reasoning about a large number of multi-hop neighborhoods or subgraphs in the graph; examples include ego network analysis, motif counting in biological networks, finding social circles in social networks, personalized recommendations, link prediction, etc. These tasks are not well served by existing vertex-centric graph processing frameworks whose computation and execution models limit the user program to directly access the state of a single vertex, resulting in high execution overheads. Further, the lack of support for extracting the relevant portions of the graph that are of interest to an analysis task and loading it onto distributed memory leads to poor scalability. NSCALE allows users to write programs at the level of neighborhoods or subgraphs rather than at the level of vertices, and to declaratively specify the subgraphs of interest. It enables the efficient distributed execution of these neighborhood-centric complex analysis tasks over largescale graphs, while minimizing resource consumption and communication cost, thereby substantially reducing the overall cost of graph data analytics in the Cloud. The results of our extensive experimental evaluation of these prototypes with several real-world data sets and applications validate the effectiveness of our techniques which provide orders-of-magnitude reductions in the overheads of distributed data querying and analysis in the Cloud.

Ketterän ohjelmistokehittämisen hyödyntäminen käyttöliittymäkehityksessä asiakkaiden todellisen tarpeen ymmärtämiseksi

Työn tavoitteena oli toimintatutkimuksen kautta tutkia ketterän ohjelmistokehityksen keinoin toteutetun käyttöliittymäkehityksen kykyä vastata asiakkaiden todellisiin tarpeisiin. Työssä haettiin tapaustutkimusyritykselle olemassa olevan työkalun uuden version käyttöliittymän toteutusvaihtoehtoja ja toteutettiin korkean tarkkuuden prototyyppejä näitä hyödyntäen. Ketterän ohjelmistokehityksen arvot ja periaatteet soveltuivat kehitysprosessissa käytettäviksi erinomaisesti. Iteratiivinen lähestymistapa kehitykseen ja läheinen yhteistyö tapaustutkimusyrityksen ja kandidaatintyöntekijän kanssa mahdollistivat yrityksen odotusten täyttämisen. Työkalun käyttöliittymä saatettiin tasolle, joka mahdollistaa jatkokehittämisen aloituksen. Kattavamman testauttamisen sisällyttäminen kehitysprosessiin olisi edesauttanut vielä paremman lopputuloksen saavuttamista.

Qualificação de edifícios residenciais verticais em Natal/RN à luz do regulamento técnico da qualidade para o nível de eficiência energética de edificações residenciais (RTQ-R)

The goal of the research was to investigate the energy performance of residential vertical buildings envelope in the hot and humid climate of Natal, capital of Rio Grande do Norte, based in the Technical Regulation of Quality for Energy Efficiency Level in Residential Buildings (RTQ -R), launched in 2010. The study pretends to contribute to the development of design strategies appropriate to the specific local climate and the increasing of energy efficiency level of the envelope. The methodological procedures included the survey in 22 (twenty two) residential buildings, the formulation of representative prototypes based on typological and constructives characters researched and the classification of the level of energy efficiency in the envelopment of these prototypes, using as a tool the prescriptive method of the RTQ-R and the parametric analyzes from assigning different values of the following variables: shape of the pavement type; distribution of housing compartments; orientation of the building; area and shading of openings; thermal transmittance, and solar absorptance of opaque materials of the frontage in order to evaluate the influence of these on the envelopment performance. The main results accomplished with this work includes the qualification of vertical residential buildings in Natal/RN; the verification of the adequacy of these buildings to local climate based from the diagnosis of the thermal energy of the envelopment performance, the identification of variables with more significant influence on the prescriptive methodology of RTQ-R and design solutions more favorable to obtain higher levels energy efficiency by this method. Finally, it was verified, that some of these solutions proved contradictory in relation to the recommendations contained in the theoretical approaches regarding environmental comfort in hot and humid weather, which indicates the need for improvement of the prescriptive method RTQ-R and further research on efficient design solutions

Sistema de realidade aumentada no procedimento cirúrgico de remoção de pedras nos rins

A inovação tecnológica e as facilidades que gera tem tido um impacto crescente em diversas área, inclusivamente na medicina. A rápida evolução por parte de algumas tecnologias, como é o caso da Realidade Aumentada (RA), criam excelentes oportunidades, nomeadamente para intervenções cirúrgicas laparoscópicas, que apresentam especialmente problemas ao nível da exposição do doente a radiação. O presente documento detalha todo o processo de investigação e desenvolvimento realizado com a pretensão de criar um sistema de navegação por RA que auxilie o procedimento cirúrgico laparoscópico de remoção de pedras nos rins. Com este objetivo em perspetiva, e numa parceria com a empresa ECmedica LTD, foram desenvolvidos quatro protótipo funcionais. Com o intuito de compreender as melhores práticas de sistemas de input, interface e sistema de registo a aplicar, estes integraram aspetos inovadores tais como a utilização de uma sonda ultra-som, como substituta do raioX, e um registo feito através de sensores magnéticos. Apoiados numa metodologia de design centrado no utilizador e em instrumentos de análise como entrevistas e observação natural, os protótipos foram testados, obtendo respostas esclarecedoras relativamente ao objetivos dos protótipos. Foi observado que a RA é vista pelos médicos como uma solução com potencial, com as soluções apresentadas ao nível de inputs, interface e registo a serem bem recebidas. A projeção bidimensional oferecida pela imagem ultra-som foi encarada como insuficientes, sendo sugerida a sua substituição por um aumento tridimensional capaz de facilitar a correta inserção da agulha.

Modelo gerador de questões no reforço da aprendizagem das radiações e conteúdos de física moderna no ensino secundário

Os avanços e a disseminação do uso das Tecnologias de Informação e Comunicação (TIC) descortinam novas perspetivas para a educação com suporte em ambientes digitais de aprendizagem usados via internet (Fiolhais & Trindade, 2003). A plataforma usada no Projeto Matemática Ensino (PmatE) da Universidade de Aveiro (UA) é uma das ferramentas informáticas que suporta esses ambientes através da avaliação baseada no Modelo Gerador de Questões (MGQ), possibilitando a obtenção da imagem do progresso feito pelos alunos (Vieira, Carvalho & Oliveira, 2004). Reconhecendo a importância didática desta ferramenta, já demonstrada noutras investigações (por exemplo, Carvalho, 2011; Pais de Aquino, 2013; Peixoto, 2009), o presente estudo tem como objetivo geral desenvolver material didático digital de Física, no contexto do programa moçambicano de Física da 12ª classe, para alunos e professores sobre radiações e conteúdos da Física Moderna. Pretendeu-se, ainda, propor estratégias de trabalho com recurso às TIC para a melhoria da qualidade das aprendizagens nesta disciplina. O estudo assentou nas três seguintes questões de investigação: (a) Como conceber instrumentos de avaliação das aprendizagens baseadas no modelo gerador de questões para o estudo das radiações e conteúdos da Física Moderna, no contexto do programa moçambicano de Física da 12ª classe? (b) Que potencialidades e constrangimentos apresentam esses instrumentos quando implementados com alunos e professores? (c) De que forma o conhecimento construído pode ser mobilizado para outros temas da Física e para o ensino das ciências em geral? O estudo seguiu uma metodologia de Estudos de Desenvolvimento, de natureza mista, que compreendeu as fases da Análise, Design, Desenvolvimento e Avaliação, seguindo como paradigma um estudo de cariz exploratório, com uma vertente de estudo de caso. Assim, na Análise, foi discutido o contexto da educação em Moçambique e a problemática da abordagem das radiações e conteúdos de Física Moderna no ensino secundário no quadro desafiante que se coloca atualmente à educação científica. No Design foram avaliadas as abordagens dasTIC no ensino e aprendizagem da Física e das ciências em geral e construída a árvore de objetivos nos conteúdos referidos na fase anterior. Na fase do Desenvolvimento foram construídos os instrumentos de recolha de dados, elaborados os protótipos de MGQ e sua posterior programação, validação e testagem em formato impresso no estudo exploratório. Na Avaliação, foi conduzido o estudo principal com a aplicação dos modelos no formato digital e feita sua avaliação, o que incluiu a administração de inquéritos por questionário a alunos e professores. Os resultados indicam que na conceção de MGQ, a definição dos objetivos de aprendizagem em termos comportamentais é fundamental na formulação de questões e na análise dos resultados da avaliação com o objetivo de reajustar as estratégias didáticas. Apontam também que a plataforma do PmatE que suporta os MGQ, embora possua constrangimentos devido a sua dependência da internet e limitações de ordem didática, contribui positivamente na aprendizagem e na identificação das dificuldades e principais erros dos alunos, por um lado. Por outro, estimula através da avaliação os processos de assimilação e acomodação do conhecimento. O estudo recomenda a necessidade de mudanças nas práticas de ensino e de aprendizagem para que seja possível a utilização de conteúdos digitais como complemento à abordagem didática de conteúdos.

MLCut: exploring multi-level cuts in dendrograms for biological data.

Choosing a single similarity threshold for cutting dendrograms is not sufficient for performing hierarchical clustering analysis of heterogeneous data sets. In addition, alternative automated or semi-automated methods that cut dendrograms in multiple levels make assumptions about the data in hand. In an attempt to help the user to find patterns in the data and resolve ambiguities in cluster assignments, we developed MLCut: a tool that provides visual support for exploring dendrograms of heterogeneous data sets in different levels of detail. The interactive exploration of the dendrogram is coordinated with a representation of the original data, shown as parallel coordinates. The tool supports three analysis steps. Firstly, a single-height similarity threshold can be applied using a dynamic slider to identify the main clusters. Secondly, a distinctiveness threshold can be applied using a second dynamic slider to identify “weak-edges” that indicate heterogeneity within clusters. Thirdly, the user can drill-down to further explore the dendrogram structure - always in relation to the original data - and cut the branches of the tree at multiple levels. Interactive drill-down is supported using mouse events such as hovering, pointing and clicking on elements of the dendrogram. Two prototypes of this tool have been developed in collaboration with a group of biologists for analysing their own data sets. We found that enabling the users to cut the tree at multiple levels, while viewing the effect in the original data, is a promising method for clustering which could lead to scientific discoveries.