A New Approach to Information Extraction in User-Centric E-Recruitment Systems

In modern society, people are heavily reliant on information available online through various channels, such as websites, social media, and web portals. Examples include searching for product prices, news, weather, and jobs. This paper focuses on an area of information extraction in e-recruitment, or job searching, which is increasingly used by a large population of users in across the world. Given the enormous volume of information related to job descriptions and users’ profiles, it is complicated to appropriately match a user’s profile with a job description, and vice versa. Existing information extraction techniques are unable to extract contextual entities. Thus, they fall short of extracting domain-specific information entities and consequently affect the matching of the user profile with the job description. The work presented in this paper aims to extract entities from job descriptions using a domain-specific dictionary. The extracted information entities are enriched with knowledge using Linked Open Data. Furthermore, job context information is expanded using a job description domain ontology based on the contextual and knowledge information. The proposed approach appropriately matches users’ profiles/queries and job descriptions. The proposed approach is tested using various experiments on data from real life jobs’ portals. The results show that the proposed approach enriches extracted data from job descriptions, and can help users to find more relevant jobs

Digitised Newspapers – A New Eldorado for Historians?

Digitization technologies applied to historical newspapers have changed the research landscape historians were used to. An Eldorado? Despite unquestionable merits, the new digital affordance of historical newspapers also brings drawbacks and possible pitfalls which need to be carefully assessed

Versioning Cultural Objects : Digital Approaches

This volume approaches an understanding of the term versioning in the broadest sense, discussing ideas about how versions differ across forms of media, including text, image, and sound. Versions of cultural objects are identified, defined, articulated, and analysed through diverse mechanisms in different fields of research. The study of versions allows for the investigation of the creative processes behind the conception of works, a closer inspection of their socio-political contexts, and promotes investigation of their provenance and circulation. Chapters in this volume include discussion of what a “version” means in different fields, case studies implementing digital versioning techniques, conceptual models for representing versions digitally, and computational and management issues for digital projects

Models and Modelling between Digital and Humanities: A Multidisciplinary Perspective

This Supplement of Historical Social Research stems from the contributions on the topic of modelling presented at the workshop “Thinking in Practice”, held at Wahn Manor House in Cologne on January 19-20, 2017. With Digital Humanities as starting point, practical examples of model building from different disciplines are considered, with the aim of contributing to the dialogue on modelling from several perspectives. Combined with theoretical considerations, this collection illustrates how the process of modelling is one of coming to know, in which the purpose of each modelling activity and the form in which models are expressed has to be taken into consideration in tandem. The modelling processes presented in this volume belong to specific traditions of scholarly and practical thinking as well as to specific contexts of production and use of models. The claim that supported the project workshop was indeed that establishing connections between different traditions of and approaches toward modelling is vital, whether these connections are complementary or intersectional. The workshop proceedings address an underpinning goal of the research project itself, namely that of examining the nature of the epistemological questions in the different traditions and how they relate to the nature of the modelled objects and the models being created. This collection is an attempt to move beyond simple representational views on modelling in order to understand modelling processes as scholarly and cultural phenomena as such

Atti del IX Convegno Annuale dell'Associazione per l'Informatica Umanistica e la Cultura Digitale (AIUCD). La svolta inevitabile: sfide e prospettive per l'Informatica Umanistica

Proceedings of the IX edition of the annual AIUCD conferenc

Atti del IX Convegno Annuale AIUCD. La svolta inevitabile: sfide e prospettive per l'Informatica Umanistica.

La nona edizione del convegno annuale dell'Associazione per l'Informatica Umanistica e la Cultura Digitale (AIUCD 2020; Milano, 15-17 gennaio 2020) ha come tema “La svolta inevitabile: sfide e prospettive per l'Informatica Umanistica”, con lo specifico obiettivo di fornire un'occasione per riflettere sulle conseguenze della crescente diffusione dell’approccio computazionale al trattamento dei dati connessi all’ambito umanistico. Questo volume raccoglie gli articoli i cui contenuti sono stati presentati al convegno. A diversa stregua, essi affrontano il tema proposto da un punto di vista ora più teorico-metodologico, ora più empirico-pratico, presentando i risultati di lavori e progetti (conclusi o in corso) che considerino centrale il trattamento computazionale dei dati

Towards a first digital edition of the oldest surviving manuscript of St Augustine's De civitate Dei

This thesis describes the creation of a pilot digital edition of MS XXVIII(26), the oldest surviving manuscript of Saint Augustine’s (354-430 AD) monumental De civitate Dei (The City of God). Also known as Manuscript V[eronensis], MS XXVIII(26) dates back to the early fifth century AD and is housed in the chapter library of Verona, Italy. As contemporary to Saint Augustine himself, it is a particularly treasured object of study. This thesis reassesses extant research about this manuscript, collecting information about its disputed provenance, historical context, materiality, tradition, and conservation. In doing so, it investigates how the manuscript can be best reproduced as a digital edition by way of two surveys designed to better understand how digital editions are respectively being created and used. The survey devoted to the study of how digital editions are being built has become a publicly available digital resource in collaboration with the Austrian Academy of Sciences. The resource, known as the Catalogue of Digital Editions, aggregates and catalogues a large number of digital editions in an effort to delineate the field’s status quo and spawn new quantitative and qualitative research. The community survey devoted to the study of how digital editions are being used is one of the very few as well as the largest in the field yet. The over 200 responses received give detailed information regarding the expectations of digital editions provided by the Digital Humanities community and point to many areas for further improvement. A comparative analysis of the results from the two surveys suggests that while creators are aware of and adhere to standards of creation, much work remains to be done to address the needs of a diverse range of users. With this information, digital editors in the Digital Humanities can better shape future projects and thus contribute to the production of ever-useful digital cultural resources. This information is also guiding the creation of a pilot digital edition of MS XXVIII(26), which remains to be user-tested but serves as the first digital reproduction of the oldest surviving manuscript of Saint Augustine’s De civitate Dei. The research described in this thesis has led to the formulation of recommendations for those embarking on the creation of a digital edition. Specifically, creators are advised to get access to the original documents and to high resolution images, to provide transcriptions of the text in multiple formats so as to enable further research and data reuse in a variety of academic contexts, to provide detailed documentation of the editorial and technological components of the project, to make as much data available under open licences and, finally, to conduct, and report on, user studies of the digital edition

Machine Learning Algorithm for the Scansion of Old Saxon Poetry

Several scholars designed tools to perform the automatic scansion of poetry in many languages, but none of these tools deal with Old Saxon or Old English. This project aims to be a first attempt to create a tool for these languages. We implemented a Bidirectional Long Short-Term Memory (BiLSTM) model to perform the automatic scansion of Old Saxon and Old English poems. Since this model uses supervised learning, we manually annotated the Heliand manuscript, and we used the resulting corpus as labeled dataset to train the model. The evaluation of the performance of the algorithm reached a 97% for the accuracy and a 99% of weighted average for precision, recall and F1 Score. In addition, we tested the model with some verses from the Old Saxon Genesis and some from The Battle of Brunanburh, and we observed that the model predicted almost all Old Saxon metrical patterns correctly misclassified the majority of the Old English input verses

AIUCD2016 - Book of Abstracts

Questo volume raccoglie gli abstract dei contributi accolti al convegno AIUCD 2016, dal titolo "Edizioni digitali: rappresentazione, interoperabilità, analisi del testo e infrastrutture" (Digital editions: representation, interoperability, text analysis and infrastructures). Si tratta del quinto convegno dell'Associazione di Informatica Umanistica e Cultura Digitale (AIUCD), tenutosi a Venezia dal 7 al 9 Settembre 2016, che è stato infatti dedicato alla rappresentazione e allo studio del testo sotto vari punti di vista (risorse, analisi, infrastrutture di pubblicazione), con lo scopo di far dialogare intorno al testo filologi, storici, umanisti digitali, linguisti computazionali, logici, informatici e ingegneri informatici. Il presente volume raccoglie dunque gli abstract dei soli interventi accettati al convegno, che hanno ottenuto il parere favorevole da parte di valutatori esperti della materia, attraverso un processo di revisione anonima sotto la responsabilità del Comitato Scientifico di AIUCD 2016