Learning domain-specific sentiment lexicons with applications to recommender systems

Search is now going beyond looking for factual information, and people wish to search for the opinions of others to help them in their own decision-making. Sentiment expressions or opinion expressions are used by users to express their opinion and embody important pieces of information, particularly in online commerce. The main problem that the present dissertation addresses is how to model text to find meaningful words that express a sentiment. In this context, I investigate the viability of automatically generating a sentiment lexicon for opinion retrieval and sentiment classification applications. For this research objective we propose to capture sentiment words that are derived from online users’ reviews. In this approach, we tackle a major challenge in sentiment analysis which is the detection of words that express subjective preference and domain-specific sentiment words such as jargon. To this aim we present a fully generative method that automatically learns a domain-specific lexicon and is fully independent of external sources. Sentiment lexicons can be applied in a broad set of applications, however popular recommendation algorithms have somehow been disconnected from sentiment analysis. Therefore, we present a study that explores the viability of applying sentiment analysis techniques to infer ratings in a recommendation algorithm. Furthermore, entities’ reputation is intrinsically associated with sentiment words that have a positive or negative relation with those entities. Hence, is provided a study that observes the viability of using a domain-specific lexicon to compute entities reputation. Finally, a recommendation system algorithm is improved with the use of sentiment-based ratings and entities reputation.

Of Structural Denial: A Narratological Study of the Structural Disintegration of the Novel Form

If an opening to the argument of this dissertation is of imperative necessity, one might tentatively begin with Herbert Quain, born in Roscommon, Ireland, author of the novels The God of the Labyrinth (1933) and April March (1936), the short-story collection Statements (1939), and the play The Secret Mirror (undated). To a certain extent, this idiosyncratic Irish author, who hailed from the ancient province of Connacht, may be regarded as a forerunner of the type of novels which will be considered in this dissertation. Quain was, after all, the unconscious creator of one of the first structurally disintegrated novels in the history of western literature, April March. His first novel, The God of the Labyrinth, also exhibits elements which are characteristic of structurally disintegrated fiction, for it provides the reader with two possible solutions to a mysterious crime. As a matter of fact, one might suggest that Quain’s debut novel offers the reader the possibility to ignore the solution to the crime and carry on living his or her readerly life, turning a blind eye to the novel itself. It may hence be argued that Quain’s first novel is in fact a compound of three different novels. It is self-evident that the structure of Quain’s oeuvre is of an experimental nature, combining geometrical precision with authorial innovation, and one finds in it a higher consideration for formal defiance than for the text itself. In other words, the means of expression are the concern of the author and not, interestingly, the textual content. April March, for example, is a novel which regresses back into itself, its first chapter focussing on an evening which is preceded by three possible evenings which, in turn, are each preceded by three other, dissimilar, possible evenings. It is a novel of backward-movement, and it is due to this process of branching regression that April March contains within itself at least nine possible novels. Structure, therefore, paradoxically controls the text, for it allows the text to expand or contract under its formal limitations. In other words, the formal aspects of the novel, usually associated with the restrictive device of a superior design, contribute to a liberation of the novel’s discourse. It is paradoxical only in the sense that the idea of structure necessarily entails the fixation of a narrative skeleton that determines how plot and discourse interact, something which Quain flouts for the purposes of innovation. In this sense, April March’s convoluted structure allows for multiple readings and interpretations of the same text, consciously germinating narratives within itself, producing different texts from a single, unique source. Thus, text and means of expression are bonded by a structural design that, rather than limiting, liberates the text of the novel.

Inventário da obra O Medo complementado com Luminoso Afogado do escritor Al Berto

O presente relatório tem como objectivo descrever o trabalho desenvolvido na Biblioteca Nacional de Portugal, concretamente no Arquivo de Cultura Portuguesa Contemporânea (ACPC), no sentido da conclusão do Mestrado de Edição de Texto ministrado pela Faculdade de Ciências Sociais e Humanas da Universidade Nova de Lisboa. O estágio foi acompanhado pela Drª. Fátima Lopes, responsável pelo ACPC, e realizou-se na Sala de Leitura de Reservados. No encontro anterior ao início do estágio, foi proposto pela mesma realizar o Inventário de um autor português contemporâneo e facultada a lista de «Elenco dos Acervos Existentes em setembro de 2014», para seleccionar o autor. Era importante ter em conta que só podia escolher os autores que tinham como menção na coluna de observação a informação «guia preliminar» e não os que tinham «inventário». O contacto com o espólio d’ O Medo do escritor Al Berto foi imprescindível para a realização do trabalho de inventariação. Surgiu a proposta de complementação ao inventário, a qual tinha como objectivo escolher um texto para observar as várias versões a que o mesmo foi sujeito até à sua publicação, tendo sido seleccionado Luminoso Afogado. O relatório apresenta quatro capítulos. Após a introdução do mesmo, inicia o primeiro capítulo, o qual centra-se na história da instituição onde decorreu o estágio, para além da abordagem da importância da arquivística textual. O segundo capítulo introduz o autor e as obras trabalhadas. No terceiro capítulo é exposto todo o trabalho de descrição, identificação e inventariação e a análise das versões de Luminoso Afogado. Por fim, o quarto capítulo destina-se aos resultados do trabalho efectuado. Procede em seguida com uma Conclusão, a Bibliografia e os anexos com os inventários e exemplos ilustrativos do trabalho desenvolvido.

Technology assessment in Non-PTA countries: an overview of recent developments in Europe

Paper based on the text to be published in Moniz, A.B. and Okuwada, K. (2016), Technology Assessment in Japan and Europe, Karlsruhe, KIT Scientific Publishing