224,800 research outputs found

    ALT-C 2010 - Conference Introduction and Abstracts

    Get PDF

    How did the discussion go: Discourse act classification in social media conversations

    Full text link
    We propose a novel attention based hierarchical LSTM model to classify discourse act sequences in social media conversations, aimed at mining data from online discussion using textual meanings beyond sentence level. The very uniqueness of the task is the complete categorization of possible pragmatic roles in informal textual discussions, contrary to extraction of question-answers, stance detection or sarcasm identification which are very much role specific tasks. Early attempt was made on a Reddit discussion dataset. We train our model on the same data, and present test results on two different datasets, one from Reddit and one from Facebook. Our proposed model outperformed the previous one in terms of domain independence; without using platform-dependent structural features, our hierarchical LSTM with word relevance attention mechanism achieved F1-scores of 71\% and 66\% respectively to predict discourse roles of comments in Reddit and Facebook discussions. Efficiency of recurrent and convolutional architectures in order to learn discursive representation on the same task has been presented and analyzed, with different word and comment embedding schemes. Our attention mechanism enables us to inquire into relevance ordering of text segments according to their roles in discourse. We present a human annotator experiment to unveil important observations about modeling and data annotation. Equipped with our text-based discourse identification model, we inquire into how heterogeneous non-textual features like location, time, leaning of information etc. play their roles in charaterizing online discussions on Facebook

    A study on battery model parametrisation problem: application-oriented trade-offs between accuracy and simplicity

    Get PDF
    This study is focused on fast low-fidelity battery modelling for online applications. Because the battery parameters change due to variations of battery’s states, the model may need to be updated during operation. This can be achieved through the use of an online parameter identification technique, making use of online current-voltage measurements. The parametrisation algorithm’s speed is a crucial issue in such applications. This paper describes a study exploring the trade-offs between speed and accuracy, considering equivalent circuit models with different levels of complexity and different parameter-fitting algorithms. A visual investigation of the battery parametrisation problem is also proposed by obtaining battery model identification surfaces which help us to avoid unnecessary complexities. Three standard fitting algorithms are used to parametrise battery models using current-voltage measurements. For each level of complexity, the algorithms performances are evaluated using experimental data from a small NiMH battery pack. An application-oriented view on this trade-offs is discussed which demonstrates that the final target of the battery parametrisation problem can significantly affect the choice of the fitting algorithm and battery model structur

    Obvious: a meta-toolkit to encapsulate information visualization toolkits. One toolkit to bind them all

    Get PDF
    This article describes “Obvious”: a meta-toolkit that abstracts and encapsulates information visualization toolkits implemented in the Java language. It intends to unify their use and postpone the choice of which concrete toolkit(s) to use later-on in the development of visual analytics applications. We also report on the lessons we have learned when wrapping popular toolkits with Obvious, namely Prefuse, the InfoVis Toolkit, partly Improvise, JUNG and other data management libraries. We show several examples on the uses of Obvious, how the different toolkits can be combined, for instance sharing their data models. We also show how Weka and RapidMiner, two popular machine-learning toolkits, have been wrapped with Obvious and can be used directly with all the other wrapped toolkits. We expect Obvious to start a co-evolution process: Obvious is meant to evolve when more components of Information Visualization systems will become consensual. It is also designed to help information visualization systems adhere to the best practices to provide a higher level of interoperability and leverage the domain of visual analytics

    Social media and self-curatorship : Reflections on identity and pedagogy through blogging on a masters module

    Get PDF
    El uso de los medios sociales se ha extendido notablemente y se considera ya como una oportunidad Ășnica para el diseño de entornos innovadores de aprendizaje, donde los estudiantes se conviertan en protagonistas de experiencias de multialfabetizaciĂłn participativas y entre iguales. El trabajo cuestiona la conexiĂłn entre los usos sociales de los nuevos medios y las prĂĄcticas educativas relevantes, y propone marcos teĂłricos mĂĄs rigurosos que puedan orientar en futuras investigaciones sobre el papel de los medios sociales en la educaciĂłn. El trabajo reflexiona sobre el estudio de caso llevado a cabo en un grupo de alumnos en un mĂłdulo on-line como parte de un programa de mĂĄster sobre medios de comunicaciĂłn, cultura y comunicaciĂłn. Se invitĂł a los estudiantes a desenvolverse en estrategias de evaluaciĂłn mĂĄs allĂĄ de las convencionales, con el fin de teorizar y reflexionar sobre sus experiencias con los medios sociales como soporte y materia del curso. El artĂ­culo analiza la experiencia de los estudiantes evaluados en el conjunto del proyecto. Durante la exposiciĂłn de resultados, los autores situaron los argumentos en el contexto del debate sobre las nuevas alfabetizaciones, la pedagogĂ­a y los medios sociales, asĂ­ como en el marco de la teorĂ­a emergente de la autogestiĂłn del individuo en estos contextos, como marco metafĂłrico para comprender la producciĂłn y la representaciĂłn de la identidad en los medios digitales.The widespread uses of social media have been celebrated as a unique opportunity to redesign innovative learning environments that position students at the center of a participatory, multiliteracy and peer learning experience. This article problemitizes the connection between the social uses of new media and relevant educational practices and proposes more rigorous theoretical frames that can be used to guide future research into the role of social media in education. This article reports on a case study of a small group of students who use an online module to study media, culture and communication as part of a wider master’s programme. The students were invited to reflect in a more reflexive and theoretical manner than is commonly used in a standard course evaluation about their experiences of engaging with social media as both the medium and the subject of the course. The article discusses the student experience as it unfolded in the context of an assessed piece of project work. In discussing the findings the authors locate the arguments in the context of debates about new literacies, pedagogy and social media as well as in an emergent theory of self-curatorship as a metaphorical frame for understanding the production and representation of identity in digital media
    • 

    corecore