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Biological applications of knowledge graph embedding models
(Oxford University Press (OUP), 2020-02-17)Complex biological systems are traditionally modelled as graphs of interconnected biological entities. These graphs, i.e. biological knowledge graphs, are then processed using graph exploratory approaches to perform different ... -
Taxonomy extraction for customer service knowledge base construction
(Springer, 2019-11-04)Customer service agents play an important role in bridging the gap between customers vocabulary and business terms. In a scenario where organisations are moving into semi-automatic customer service, se- mantic technologies ... -
Detecting bot behaviour in social media using digital DNA compression
(AICS (Artificial Intelligence and Cognitive Science) 2019, 2019-12-05)A major challenge faced by online social networks such as Facebook and Twitter is the remarkable rise of fake and automated bot accounts over the last few years. Some of these accounts have been reported to engage in ... -
Back-translation approach for code-switching machine translation: A case study
(AICS2019, 2019-12-05)Recently, machine translation has demonstrated significant progress in terms of translation quality. However, most of the research has focused on translating with pure monolingual texts in the source and the target side ... -
Veritas annotator: Discovering the origin of a rumour
(Association for Computational Linguistics (ACL), 2019-11-03)Defined as the intentional or unintentional spread of false information (K et al., 2019) through context and/or content manipulation, fake news has become one of the most serious problems associated with online ... -
Truth or lie: Automatically fact checking news
(ACM, 2018-04-23)In the actual scenario of ever-growing data consumption speed and quantity, factors like news source decentralization, citizen journalism and democratization of media, make the task of manually checking and correcting ... -
Creating a multilingual terminological resource using linked data:the case of archaeological domain in the Italian language
(CEUR Workshop Proceedings, 2019-11-13)The lack of multilingual terminological resources in specialized domains constitutes an obstacle to the access and reuse of information. In the technical domain of cultural heritage and, in particular, archaeology, such ... -
Towards electronic lexicography for the Kurdish language
(eLex 2019, 2019-10-01)This paper describes the development of lexicographic resources for Kurdish and provides a lexical model for this language. Kurdish is considered a less-resourced language, and currently, lacks machine-readable lexical ... -
The ELEXIS interface for interoperable lexical resources
(eLex 2019, 2019-10-01)ELEXIS is a project that aims to create a European network of lexical resources, and one of the key challenges for this is the development of an interoperable interface for different lexical resources so that further ... -
A decade of Semantic Web research through the lenses of a mixed methods approach
(IOS Press, 2019-06-20)The identification of research topics and trends is an important scientometric activity, as it can help guide the direction of future research. In the Semantic Web area, initially topic and trend detection was primarily ... -
Towards sharing task environments to support reproducible evaluations of interactive recommender systems
(NUI Galway, 2019-09-20)Beyond sharing datasets or simulations, we believe the Recommender Systems (RS) community should share Task Environments. In this work, we propose a high-level logical architecture that will help to reason about the core ... -
BEARS: Towards an evaluation framework for bandit-based interactive recommender systems
(NUI Galway, 2018-10-06)Recommender Systems (RS) deployed in fast-paced dynamic scenarios must quickly learn to adapt in response to user evaluative feedback. In these settings, the RS faces an online learning problem where each decision should ... -
WordNet gloss translation for under-resourced languages using multilingual neural machine translation
(European Association for Machine Translation, 2019-08-19)In this paper, we translate the glosses in the English WordNet based on the expand approach for improving and generating wordnets with the help of multilingual neural machine translation. Neural Machine Translation (NMT) ... -
Multilingual multimodal machine translation for Dravidian languages utilizing phonetic transcription
(European Association for Machine Translation, 2019-08-19)Multimodal machine translation is the task of translating from a source text into the target language using information from other modalities. Existing multimodal datasets have been restricted to only highly resourced ... -
Neural machine translation of literary texts from English to Slovene
(Machine Translation Summit 2019, 2019-08-19)Neural Machine Translation has shown promising performance in literary texts. Since literary machine translation has not yet been researched for the English-toSlovene translation direction, this paper aims to fulfill ... -
Discovering protein drug targets using knowledge graph embeddings
(Oxford University Press, 2019-08-01)Motivation Computational approaches for predicting drug-target interactions (DTIs) can provide valuable insights into the drug mechanism of action. DTI predictions can help to quickly identify new promising (on-target) ... -
CoFiF: A corpus of financial reports in French language
(NUI Galway, 2019-08-12)In an era when machine learning and artificial intelligence have huge momentum, the data demand to train and test models is steadily growing. We introduce CoFiF, the first corpus comprising company reports in the French ... -
Creating a fine-grained corpus for a less-resourced language: the case of Kurdish
(NUI Galway, 2019-07-28)Kurdish is a less-resourced language consisting of different dialects written in various scripts. Approximately 30 million people in different countries speak the language. The lack of corpora is one of the main obstacles ... -
NUIG at the FinSBD Task: Sentence boundary detection for noisy financial PDFs in English and French
(NUI Galway, 2019-08-12)Portable Document Format (PDF) has become the industry-standard document as it is independent of the software, hardware or operating system. Publicly listed companies annually publish a variety of reports and too take ... -
Passive diagnosis incorporating the PHQ-4 for depression and anxiety
(NUI Galway, 2019)Depression and anxiety are the two most prevalent mental health disorders worldwide, impacting the lives of millions of people each year. In this work, we develop and evaluate a multilabel, multidimensional deep neural ...