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  • Digital Humanities and Cultural Heritage
  • 2013-2022
  • Open Access
  • Publications
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  • DARIAH EU

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  • image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    Authors: Rodrigo, Javier; Flecha, Ainhoa; Kasprowicz, Dominika; Hess, Karolina; +4 Authors

    Storytelling tools aim to leverage the technological restraints of creating and sharing digital narratives, allowing non-expert users to deploy projects and populate them with custom-made content. In other words, storytelling tools aim at giving space for diverse narratives to emerge and spread in the digital sphere. As facilitators of imagining and communicating ideas, they may also be considered incubators of rethinking societal challenges. The three storytelling tools developed in the framework of the HORIZON2020 SO-CLOSE project allow users to create and publish multimedia, multilingual and accessible digital cultural heritage projects. In this demonstration, we present the three tools: the interactive story map, the immersive web doc and the participatory virtual exhibition. We showcase the publishing interfaces (front-end), the authoring and content management system (back-end) and a use-case application (project). The present prototypes will be publicly released by the end of the project (December 2022). SO-CLOSE is a three-year project that aims at enhancing social cohesion through sharing the cultural heritage of forced migrations. Based on theories of cultural heritage-making, the project works towards exposing the commonalities of past and present experiences with the mediation of innovative digital tools and collaborative approaches. The act of storytelling becomes a premise for the potential of a better understanding between local communities and newcomers. In this context, the three tools are conceived and developed to empower cultural institutions and communities in building and publishing their digital stories. To achieve this, end-users were intensively involved in the design process, through participatory methodologies. Starting from a state-of-the-art tools analysis, the project collaborated with cultural institutions, NGOs, refugees and asylum seekers, local communities, researchers and policy makers in the requirements elicitation process (interviews and focus groups), co-design workshops and validation surveys. Overall, the users of the storytelling tools can create projects based on journeys, chapters or exhibitions, use modules that can be selected, shuffled and repeated, populate them with their own content – including 360 videos and images and 3D models – and carry out crowdsourcing calls. The projects are published online, with integrated features for accessibility, interactivity and data interoperability with other repositories. The use-case that will illustrate the tools application will be a pilot project of Greek Forum of Refugees, co-created together with three different refugee communities living in Greece and the Contemporary Social History Archives. posters & demos: 142

    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ ZENODOarrow_drop_down
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    Conference object . 2022
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    Other literature type . Article . 2022
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      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ ZENODOarrow_drop_down
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      Other literature type . Article . 2022
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    Authors: Baunvig, Katrine F; Nielbo, Kristoffer L.;

    Entertainment is important. Stories and narration are constants in, if not a prerequisite for, human culture. Running on myths and their recitation in ritual settings, religions hinge on this fact. Nevertheless, this is a circumstance that has been sought glossed over within certain religious traditions dominated by intellectual guilds. Not least within specific Christian traditions. Christianity’s manyfold Protestant variations are, for instance, characterized by an intellectual proclivity for hermeneutically complex and challenging theories, while suppressing straightforwardly enjoyable stories. This proclivity could, further, be said to have fueled a so-called ‘disenchantment’ impetus imbued in processes going by the names of ‘secularization’ and ‘rationalization’. Such terms seek to catch the deep-rooted tendency among changing Christian clerisies to adapt to a naturalist worldview at the expense of stories about the fantastic. That is to say that myriads of theologians, pastors, and poets throughout history have aspired to prune and ‘demythologize’ the core Christian narratives. Though this trend is deep-rooted, it broadened and accelerated remarkably in Europe through the course of the eighteenth century. But, seemingly, stories and storytelling will out. The rise of the narratively enthusiastic Romantic Movement appears to have run on this hydraulic logic. Affected by this current, the highly influential Danish poet, pastor, and politician N.F.S. Grundtvig (1783-1872) re-enchanted Danish Christianity. At least he aimed to re-introduce an appreciation of wonder and storytelling – of an oral, narrative, fantastical culture – within Danish church life. The manifold fantastic beasts roaming his works are the residue of this aspiration. Word embeddings of these creatures tell the tale of a man laboring to reintegrate agency, plotlines, and narrative engagement into Christianity. This study combines simple neural embeddings and graph theory to represent the bestiary arising from Grundtvig’s 1073 publications in their tokenized, lemmatized, ‘algorithmifyed’ avatar. It is based on the digital scholarly edition Grundtvig’s Works. We have computed the distance between a set of so-called seed terms and the corpus lexicon. The catalogue of seed terms have been established following the 2538 entries of the so-called Mythological Register developed by Grundtvig’s Works. For each seed, the algorithm excerpted a pre-set number of primary associations of size m. These are the terms with the shortest distance to the seed term. For each of the m-terms the algorithm, furthermore, extracted a pre-set number of secondary associations. The next step was to compute the distance between these respective categories of terms; subsequently they were connected based on their distance under a threshold estimated from the distance variance structure. At the final stage, semantic clusters were unearthed by way of the Louvain method. These clusters are ripe with verbs, agents, and places whispering of glorious deeds and enchanting tales: of a revival of storytelling.

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    Authors: Umerle, Tomasz; Colavizza, Giovanni; Herden, Elżbieta; Jagersma, Rindert; +14 Authors

    This report has been prepared by the “Bibliographical Data” Working Group of the DARIAH-ERIC consortium, which develops public digital research infrastructure for the arts and humanities. The Group consists of more than 30 members from 15 countries, most of whom are researchers and curators in the public sector who are engaged in bibliographical data (“bibliodata”) research and curation. This report is aimed at all active stakeholders in the humanities bibliodata landscape,especially public sector entities who may benefit from the Group’s insights and engage in cooperation to identify common interests, shape joint agendas, and achieve common goals. Those goals include creating shared infrastructure solutions, harmonising existing standards, and building partnerships to meet major challenges for contemporary bibliodata stakeholders. The bibliodata landscape is a dynamic ecosystem including the many stakeholders who produce, process, and use diverse bibliographical resources (datasets, tools, services). Following the digital revolution, this landscape has been reconfigured and a critical era is now upon us that demands closer investigation. This report analyses the state of the art by defining current bibliodata (Chapter 1), mapping the contemporary landscape (Chapter 2), identifying crucial stakeholder challenges and opportunities (Chapter 3), and offering recommendations for future cooperation (Chapter 4). This report presents an overview of issues in the bibliodata landscape. It is intended to provide a foundation for more detailed reports and case studies on the issues identified in this document.

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    Authors: Wigg-Wolf, David; Brand, Mirko; Deligio, Chrisowalandis; Hofmann, Kerstin; +4 Authors

    The transformation from analogue to digital data is the core principle of the digital turn in the sciences and humanities. Within numismatics, this is visible in projects to digitise coin collections and publish them in online catalogues (e. g. IKMK and KENOM), or in coin find databases (e. g. AFE-RGK). The project nomisma.org was founded to promote and support the application of LOD within numismatics, and is now firmly established internationally as the primary resource for the domain. Drawing on the vocabulary and ontology of nomisma.org, a range of web-based resources, such as OCRE for the Roman Imperial coinage, now translate individual coins from instances in collection or find databases to exemplars of standard typologies or classifications,. However, in contrast to the coinages of much of the Graeco-Roman world, for which well established classifications exist, the lack of a single, universal classification for Celtic coinages presents a range of challenges. Instead there are a number of classifications for individual coinages and regions, many of which cannot be mutually reconciled. To address this, the BMBF cooperative project ClaReNet is developing a nomisma-conform virtual union catalogue, Online Celtic Coinage (OCC) to provide both a human-user friendly resource and machine-readable, re-usable data for the semantic web (LOUD and FAIR). This presents not only a unique opportunity to attain interconnectivity between the disparate classifications of analogue publications, but also to incorporate contextual, in particular the archaeological information (distribution, findspot) that is essential for establishing the chronology of Celtic coinages and understanding their use. Taking OCC as an example, this paper aims to explain how we would define LOD usability for Celtic coins and how data from different contexts of collection can be brought together in a virtual union catalogue.

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    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
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    Presentation . 2022
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      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ ZENODOarrow_drop_down
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    Authors: Werla, Marcin; Maryl, Maciej;

    Wyniki ankiety przeprowadzonej w czerwcu 2014 wśród polskich humanistów. Opisy blisko 80 projektów z zakresu humanistyki cyfrowej. Results of the survey conducted in June 2014 among Polish reserchers in the humanities. Descriptions of almost 80 digital-humanities projects. ***DOCUMENT IN POLISH ***

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    Report . 2016
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    Authors: Maryl, Maciej; Błaszczyńska, Marta; Szulińska, Agnieszka; Rams, Paweł;

    John Unsworth (2000) proposed a tentative list of scholarly primitives, and although he made a reservation that it was not meant to be exhaustive, one omission is striking, namely the exclusion of communicating. It is even more visible once one realises that all the examples he provides in the paper of comparison IBabble), linking (Blake Archive), or sampling (VRML visualisation of Dante’s Inferno) have the indispensable communication component attached to them. The aim of this presentation is two-fold. First of all, we will reclaim the role of communication as one of the fundamental functional primitives, crucial in all stages of the research workflow. To use Unsworth’s nomenclature, communication takes advantage of the additive characteristics of scholarly primitives and enters into combinations with all other scholarly primitives. Secondly, right after reestablishing the communication as a scholarly primitive we will swiftly proceed to problematise the notion of its universality for all disciplines through exploration of the specificity of scholarly communication in the humanities. We will achieve that using New Panorama of Polish Literature (NPLP.pl) as a case-study, outlining the relevant digital infrastructure for the humanities. It has long been suggested that communication should be seen as a fundamental element of the research workflow, rather than an activity running somewhat separate to the research practice (Latour and Woolgar 1986; Garvey 1979; Galison and Galison 1997; Nielsen 2011). Recently this idea wass reinforced by Hillyer et al. (2017) who describe open science as “opening of the entire research cycle” and include communication as one of its key elements. It means that dissemination is no longer perceived as the final stage of a research process but becomes an integral part of all scholarly activities. New digital methods and tools (Dallas et al. 2017), including electronic communication and social media (Kjellberg 2010), facilitate this process. allowing scholars to communicate and collaborate with each other and the wider audience quickly and efficiently at all stages of their work. This also includes intermediary results of the work, including raw and secondary data (Castelli, Manghi, and Thanos 2013). The incorporation of communication into all stages of the research workflow also means that choosing a certain communication strategy is obviously influenced by the perceived goal, but also the goal influences other phases of the research process. This feedback loop more precisely on the example of NPLP, a research infrastructure for literary scholars enabling the creation of extended, multimedia monographs and presenting scholarly arguments through linking text with image, visualisation, map and video content. Yet, Creating a new digital collection forces researchers to rethink how their work is presented, categorised and displayed . For instance in "Postmodern Sienkiewicz" collection (http://nplp.pl/en/kolekcja/postmodern-sienkiewicz/) authors divided their articles into shorter fragments with additional iconography allowing for non-linear reading and access through image-interface. These activities required additional work on the stage of data collection, analysis and interpretation. In conclusion we will tackle upon the question remains to what extent such communication practices are universal for all sciences and what could be treated as reserved for the humanities in the spirit of Diltheyan disctinction between explaining (in sciences) and understanding (in the humanities). {"references": ["Castelli, D., P. Manghi, and C. Thanos. 2013. 'A Vision towards Scientific Communication Infrastructures: On Bridging the Realms of Research Digital Libraries and Scientific Data Centers'. International Journal on Digital Libraries 13 (3\u20134): 155\u201369. https://doi.org/10.1007/s00799-013-0106-7.", "Dallas, Costis, Nephelie Chatzidiakou, Agiatis Benardou, Michael Bender, Aur\u00e9lien Berra, Claire Clivaz, John Cunningham, et al. 2017. 'European Survey on Scholarly Practices and Digital Needs in the Arts and Humanities - Highlights Report'. Zenodo. https://doi.org/10.5281/zenodo.260101.", "Galison, Peter, and Joseph Pellegrino University Professor Peter Galison. 1997. Image and Logic: A Material Culture of Microphysics. University of Chicago Press.", "Garvey, WILLIAM D. 1979. 'CHAPTER 1 - The Role of Scientific Communication in the Conduct of Research and the Creation of Scientific Knowledge'. In Communication: The Essence of Science, edited by WILLIAM D. Garvey, 1\u201339. Pergamon. https://doi.org/10.1016/B978-0-08-023344-4.50006-4.", "Hillyer, Rebecca, Alejandro Posada, Denisse Albornoz, Leslie Chan, and Angela Okune. 2017. 'Framing a Situated and Inclusive Open Science: Emerging Lessons from the Open and Collaborative Science in Development Network'. 2017.", "Kjellberg, Sara. 2010. 'I Am a Blogging Researcher: Motivations for Blogging in a Scholarly Context'. First Monday 15 (8). https://doi.org/10.5210/fm.v15i8.2962.", "Latour, Bruno, and Steve Woolgar. 1986. Laboratory Life: The Construction of Scientific Facts. Princeton University Press.", "Nielsen, Michael A. 2011. Reinventing Discovery\u202f: The New Era of Networked Science. Princeton, N.J.: Princeton University Press. http://press.princeton.edu/titles/9517.html.", "Unsworth, John. 2000. 'Scholarly Primitives: What Methods Do Humanities Researchers Have in Common, and How Might Our Tools Reflect This?' In . King's College London. http://people.brandeis.edu/~unsworth/Kings.5-00/primitives.html."]}

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    Authors: Ri��ler-Pipka, Nanette; Barthauer, Raisa; Buddenbohm, Stefan; Calvo Tello, Jos��; +2 Authors

    The report refers to the call for user stories for the Text+ consortium in the context of the German National Research Data Infrastructure (NFDI). The user stories summited by scholars (mainly from the Humanities) present challenges or possible infrastructural solutions related to their individual research data. The report explains the context and methodology, as well as the decisions and steps taken during the call. It also provides an analysis of the major elements and categories of the user stories, and some reflexions for future measures. The data for the analysis is published in the DARIAH-DE Repository: http://dx.doi.org/10.20375/0000-000E-67ED-4.

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    Authors: van Der Eycken, Johan; Styven, Dorien; Gheldof, Tom; Depoortere, Rolande;

    This article shows that metadata plays a central role in our society and concludes that through collaborative work, it is possible to pool solutions and to establish relationships of cooperation, both at the level of practical tool development and with regard to sharing and creating knowledge and know-how. ispartof: ABB: Archives et Bibliothèques de Belgique - Archief- en Bibliotheekwezen in België vol:106 pages:135-144 status: published

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    Authors: Daems, Joke; Chambers, Sally; Verbruggen, Christophe; Zere, Tecle;

    International audience; The digital text platform is part of the Flemish contribution to DARIAH Belgium (DARIAH = Digital Research Infrastructure for the Arts and Humanities). The goal is to create a platform for the collaborative management and discovery of digitised textual collections that allows digital humanities researchers to prepare their corpora (consisting of, for example, digitised newspapers and books) for textual analysis. The platform will enable researchers to browse and search the digitised collections compiled, cleaned, enriched and managed by the researchers themselves. Once the relevant research sub-corpus has been compiled, data export tools, using standardised open formats (such as XML, JSON, .csv, .txt, etc.) will enable researchers to export sub-corpus for analysis with existing digital text analysis tools such as MALLET, (http://mallet.cs.umass.edu/topics.php) for topic modelling, VOYANT (http://voyant-tools.org) for data visualisation or AntConC (http://www.laurenceanthony.net/software/antconc/) for concordance and textual analysis.The platform has been conceived as part of a larger and modular virtual research environment service infrastructure (http://www.ghentcdh.ugent.be/projects/dariah-vl_vre.si). In a previous phase, possible frameworks and content management systems were tested, notably Islandora (a digital asset management system based on Fedora Commons and Drupal), but also Mediawiki and Omeka.One of the main challenges of the envisaged new platform is the possibility to integrate a wider variety of possible textual data streams (including a scan workflow). In addition, user-friendliness, scalability, adherence to standards and facilitating the interoperability of data are key issues to be addressed. The platform will build on the existing IIIF format, the International Image Interoperability Framework. This format is used by some of the most important libraries and cultural heritage institutions in the world, therefore providing access to enormous collections of digital objects. As the name suggests, IIIF is mainly focused on displaying and annotating images. However, we fully endorse the IIIF-community’s vision to develop an overarching interoperability framework for other data types, including all kinds of textual data. Benefits of the format include the interoperability, the ease of sharing images and annotations without the need to exchange files, and its support for multilingual data. In the months leading up to the conference, we will evaluate the existing IIIFpowered digital libraries and research projects and how they deal with practices of co-creation, data cleaning and enrichment of (structural) metadata. OCR improvement will become vital, as digital textual analysis can only be performed well on high-quality textual data. A related challenge will be combining the various input formats and converting them to different output formats required for analysis. In our poster, we will present a summary of our experiences with and technical assessment of our previous Islandora installation, in addition to our survey of the existing corpus management solutions. As a way of conclusion, we will introduce the envisioned new version of the platform.

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    Authors: Moreo, Alejandro; Esuli, Andrea; Sebastiani, Fabrizio;

    Obtaining high-quality labelled data for training a classifier in a new application domain is often costly. Transfer Learning (a.k.a. “Inductive Transfer”) tries to alleviate these costs by transferring, to the “target” domain of interest, knowledge available from a different “source” domain. In transfer learning the lack of labelled information from the target domain is compensated by the availability at training time of a set of unlabelled examples from the target distribution. Transductive Transfer Learning denotes the transfer learning setting in which the only set of target documents that we are interested in classifying is known and available at training time. Although this definition is indeed in line with Vapnik’s original definition of “transduction”, current terminology in the field is confused. In this article, we discuss how the term “transduction” has been misused in the transfer learning literature, and propose a clarification consistent with the original characterization of this term given by Vapnik. We go on to observe that the above terminology misuse has brought about misleading experimental comparisons, with inductive transfer learning methods that have been incorrectly compared with transductive transfer learning methods. We then, give empirical evidence that the difference in performance between the inductive version and the transductive version of a transfer learning method can indeed be statistically significant (i.e., that knowing at training time the only data one needs to classify indeed gives an advantage). Our clarification allows a reassessment of the field, and of the relative merits of the major, state-of-the-art algorithms for transfer learning in text classification.

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    Authors: Rodrigo, Javier; Flecha, Ainhoa; Kasprowicz, Dominika; Hess, Karolina; +4 Authors

    Storytelling tools aim to leverage the technological restraints of creating and sharing digital narratives, allowing non-expert users to deploy projects and populate them with custom-made content. In other words, storytelling tools aim at giving space for diverse narratives to emerge and spread in the digital sphere. As facilitators of imagining and communicating ideas, they may also be considered incubators of rethinking societal challenges. The three storytelling tools developed in the framework of the HORIZON2020 SO-CLOSE project allow users to create and publish multimedia, multilingual and accessible digital cultural heritage projects. In this demonstration, we present the three tools: the interactive story map, the immersive web doc and the participatory virtual exhibition. We showcase the publishing interfaces (front-end), the authoring and content management system (back-end) and a use-case application (project). The present prototypes will be publicly released by the end of the project (December 2022). SO-CLOSE is a three-year project that aims at enhancing social cohesion through sharing the cultural heritage of forced migrations. Based on theories of cultural heritage-making, the project works towards exposing the commonalities of past and present experiences with the mediation of innovative digital tools and collaborative approaches. The act of storytelling becomes a premise for the potential of a better understanding between local communities and newcomers. In this context, the three tools are conceived and developed to empower cultural institutions and communities in building and publishing their digital stories. To achieve this, end-users were intensively involved in the design process, through participatory methodologies. Starting from a state-of-the-art tools analysis, the project collaborated with cultural institutions, NGOs, refugees and asylum seekers, local communities, researchers and policy makers in the requirements elicitation process (interviews and focus groups), co-design workshops and validation surveys. Overall, the users of the storytelling tools can create projects based on journeys, chapters or exhibitions, use modules that can be selected, shuffled and repeated, populate them with their own content – including 360 videos and images and 3D models – and carry out crowdsourcing calls. The projects are published online, with integrated features for accessibility, interactivity and data interoperability with other repositories. The use-case that will illustrate the tools application will be a pilot project of Greek Forum of Refugees, co-created together with three different refugee communities living in Greece and the Contemporary Social History Archives. posters & demos: 142

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    Authors: Baunvig, Katrine F; Nielbo, Kristoffer L.;

    Entertainment is important. Stories and narration are constants in, if not a prerequisite for, human culture. Running on myths and their recitation in ritual settings, religions hinge on this fact. Nevertheless, this is a circumstance that has been sought glossed over within certain religious traditions dominated by intellectual guilds. Not least within specific Christian traditions. Christianity’s manyfold Protestant variations are, for instance, characterized by an intellectual proclivity for hermeneutically complex and challenging theories, while suppressing straightforwardly enjoyable stories. This proclivity could, further, be said to have fueled a so-called ‘disenchantment’ impetus imbued in processes going by the names of ‘secularization’ and ‘rationalization’. Such terms seek to catch the deep-rooted tendency among changing Christian clerisies to adapt to a naturalist worldview at the expense of stories about the fantastic. That is to say that myriads of theologians, pastors, and poets throughout history have aspired to prune and ‘demythologize’ the core Christian narratives. Though this trend is deep-rooted, it broadened and accelerated remarkably in Europe through the course of the eighteenth century. But, seemingly, stories and storytelling will out. The rise of the narratively enthusiastic Romantic Movement appears to have run on this hydraulic logic. Affected by this current, the highly influential Danish poet, pastor, and politician N.F.S. Grundtvig (1783-1872) re-enchanted Danish Christianity. At least he aimed to re-introduce an appreciation of wonder and storytelling – of an oral, narrative, fantastical culture – within Danish church life. The manifold fantastic beasts roaming his works are the residue of this aspiration. Word embeddings of these creatures tell the tale of a man laboring to reintegrate agency, plotlines, and narrative engagement into Christianity. This study combines simple neural embeddings and graph theory to represent the bestiary arising from Grundtvig’s 1073 publications in their tokenized, lemmatized, ‘algorithmifyed’ avatar. It is based on the digital scholarly edition Grundtvig’s Works. We have computed the distance between a set of so-called seed terms and the corpus lexicon. The catalogue of seed terms have been established following the 2538 entries of the so-called Mythological Register developed by Grundtvig’s Works. For each seed, the algorithm excerpted a pre-set number of primary associations of size m. These are the terms with the shortest distance to the seed term. For each of the m-terms the algorithm, furthermore, extracted a pre-set number of secondary associations. The next step was to compute the distance between these respective categories of terms; subsequently they were connected based on their distance under a threshold estimated from the distance variance structure. At the final stage, semantic clusters were unearthed by way of the Louvain method. These clusters are ripe with verbs, agents, and places whispering of glorious deeds and enchanting tales: of a revival of storytelling.

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    Authors: Umerle, Tomasz; Colavizza, Giovanni; Herden, Elżbieta; Jagersma, Rindert; +14 Authors

    This report has been prepared by the “Bibliographical Data” Working Group of the DARIAH-ERIC consortium, which develops public digital research infrastructure for the arts and humanities. The Group consists of more than 30 members from 15 countries, most of whom are researchers and curators in the public sector who are engaged in bibliographical data (“bibliodata”) research and curation. This report is aimed at all active stakeholders in the humanities bibliodata landscape,especially public sector entities who may benefit from the Group’s insights and engage in cooperation to identify common interests, shape joint agendas, and achieve common goals. Those goals include creating shared infrastructure solutions, harmonising existing standards, and building partnerships to meet major challenges for contemporary bibliodata stakeholders. The bibliodata landscape is a dynamic ecosystem including the many stakeholders who produce, process, and use diverse bibliographical resources (datasets, tools, services). Following the digital revolution, this landscape has been reconfigured and a critical era is now upon us that demands closer investigation. This report analyses the state of the art by defining current bibliodata (Chapter 1), mapping the contemporary landscape (Chapter 2), identifying crucial stakeholder challenges and opportunities (Chapter 3), and offering recommendations for future cooperation (Chapter 4). This report presents an overview of issues in the bibliodata landscape. It is intended to provide a foundation for more detailed reports and case studies on the issues identified in this document.

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    Authors: Wigg-Wolf, David; Brand, Mirko; Deligio, Chrisowalandis; Hofmann, Kerstin; +4 Authors

    The transformation from analogue to digital data is the core principle of the digital turn in the sciences and humanities. Within numismatics, this is visible in projects to digitise coin collections and publish them in online catalogues (e. g. IKMK and KENOM), or in coin find databases (e. g. AFE-RGK). The project nomisma.org was founded to promote and support the application of LOD within numismatics, and is now firmly established internationally as the primary resource for the domain. Drawing on the vocabulary and ontology of nomisma.org, a range of web-based resources, such as OCRE for the Roman Imperial coinage, now translate individual coins from instances in collection or find databases to exemplars of standard typologies or classifications,. However, in contrast to the coinages of much of the Graeco-Roman world, for which well established classifications exist, the lack of a single, universal classification for Celtic coinages presents a range of challenges. Instead there are a number of classifications for individual coinages and regions, many of which cannot be mutually reconciled. To address this, the BMBF cooperative project ClaReNet is developing a nomisma-conform virtual union catalogue, Online Celtic Coinage (OCC) to provide both a human-user friendly resource and machine-readable, re-usable data for the semantic web (LOUD and FAIR). This presents not only a unique opportunity to attain interconnectivity between the disparate classifications of analogue publications, but also to incorporate contextual, in particular the archaeological information (distribution, findspot) that is essential for establishing the chronology of Celtic coinages and understanding their use. Taking OCC as an example, this paper aims to explain how we would define LOD usability for Celtic coins and how data from different contexts of collection can be brought together in a virtual union catalogue.

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    Authors: Werla, Marcin; Maryl, Maciej;

    Wyniki ankiety przeprowadzonej w czerwcu 2014 wśród polskich humanistów. Opisy blisko 80 projektów z zakresu humanistyki cyfrowej. Results of the survey conducted in June 2014 among Polish reserchers in the humanities. Descriptions of almost 80 digital-humanities projects. ***DOCUMENT IN POLISH ***

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    Authors: Maryl, Maciej; Błaszczyńska, Marta; Szulińska, Agnieszka; Rams, Paweł;

    John Unsworth (2000) proposed a tentative list of scholarly primitives, and although he made a reservation that it was not meant to be exhaustive, one omission is striking, namely the exclusion of communicating. It is even more visible once one realises that all the examples he provides in the paper of comparison IBabble), linking (Blake Archive), or sampling (VRML visualisation of Dante’s Inferno) have the indispensable communication component attached to them. The aim of this presentation is two-fold. First of all, we will reclaim the role of communication as one of the fundamental functional primitives, crucial in all stages of the research workflow. To use Unsworth’s nomenclature, communication takes advantage of the additive characteristics of scholarly primitives and enters into combinations with all other scholarly primitives. Secondly, right after reestablishing the communication as a scholarly primitive we will swiftly proceed to problematise the notion of its universality for all disciplines through exploration of the specificity of scholarly communication in the humanities. We will achieve that using New Panorama of Polish Literature (NPLP.pl) as a case-study, outlining the relevant digital infrastructure for the humanities. It has long been suggested that communication should be seen as a fundamental element of the research workflow, rather than an activity running somewhat separate to the research practice (Latour and Woolgar 1986; Garvey 1979; Galison and Galison 1997; Nielsen 2011). Recently this idea wass reinforced by Hillyer et al. (2017) who describe open science as “opening of the entire research cycle” and include communication as one of its key elements. It means that dissemination is no longer perceived as the final stage of a research process but becomes an integral part of all scholarly activities. New digital methods and tools (Dallas et al. 2017), including electronic communication and social media (Kjellberg 2010), facilitate this process. allowing scholars to communicate and collaborate with each other and the wider audience quickly and efficiently at all stages of their work. This also includes intermediary results of the work, including raw and secondary data (Castelli, Manghi, and Thanos 2013). The incorporation of communication into all stages of the research workflow also means that choosing a certain communication strategy is obviously influenced by the perceived goal, but also the goal influences other phases of the research process. This feedback loop more precisely on the example of NPLP, a research infrastructure for literary scholars enabling the creation of extended, multimedia monographs and presenting scholarly arguments through linking text with image, visualisation, map and video content. Yet, Creating a new digital collection forces researchers to rethink how their work is presented, categorised and displayed . For instance in "Postmodern Sienkiewicz" collection (http://nplp.pl/en/kolekcja/postmodern-sienkiewicz/) authors divided their articles into shorter fragments with additional iconography allowing for non-linear reading and access through image-interface. These activities required additional work on the stage of data collection, analysis and interpretation. In conclusion we will tackle upon the question remains to what extent such communication practices are universal for all sciences and what could be treated as reserved for the humanities in the spirit of Diltheyan disctinction between explaining (in sciences) and understanding (in the humanities). {"references": ["Castelli, D., P. Manghi, and C. Thanos. 2013. 'A Vision towards Scientific Communication Infrastructures: On Bridging the Realms of Research Digital Libraries and Scientific Data Centers'. International Journal on Digital Libraries 13 (3\u20134): 155\u201369. https://doi.org/10.1007/s00799-013-0106-7.", "Dallas, Costis, Nephelie Chatzidiakou, Agiatis Benardou, Michael Bender, Aur\u00e9lien Berra, Claire Clivaz, John Cunningham, et al. 2017. 'European Survey on Scholarly Practices and Digital Needs in the Arts and Humanities - Highlights Report'. Zenodo. https://doi.org/10.5281/zenodo.260101.", "Galison, Peter, and Joseph Pellegrino University Professor Peter Galison. 1997. Image and Logic: A Material Culture of Microphysics. University of Chicago Press.", "Garvey, WILLIAM D. 1979. 'CHAPTER 1 - The Role of Scientific Communication in the Conduct of Research and the Creation of Scientific Knowledge'. In Communication: The Essence of Science, edited by WILLIAM D. Garvey, 1\u201339. Pergamon. https://doi.org/10.1016/B978-0-08-023344-4.50006-4.", "Hillyer, Rebecca, Alejandro Posada, Denisse Albornoz, Leslie Chan, and Angela Okune. 2017. 'Framing a Situated and Inclusive Open Science: Emerging Lessons from the Open and Collaborative Science in Development Network'. 2017.", "Kjellberg, Sara. 2010. 'I Am a Blogging Researcher: Motivations for Blogging in a Scholarly Context'. First Monday 15 (8). https://doi.org/10.5210/fm.v15i8.2962.", "Latour, Bruno, and Steve Woolgar. 1986. Laboratory Life: The Construction of Scientific Facts. Princeton University Press.", "Nielsen, Michael A. 2011. Reinventing Discovery\u202f: The New Era of Networked Science. Princeton, N.J.: Princeton University Press. http://press.princeton.edu/titles/9517.html.", "Unsworth, John. 2000. 'Scholarly Primitives: What Methods Do Humanities Researchers Have in Common, and How Might Our Tools Reflect This?' In . King's College London. http://people.brandeis.edu/~unsworth/Kings.5-00/primitives.html."]}

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    Authors: Ri��ler-Pipka, Nanette; Barthauer, Raisa; Buddenbohm, Stefan; Calvo Tello, Jos��; +2 Authors

    The report refers to the call for user stories for the Text+ consortium in the context of the German National Research Data Infrastructure (NFDI). The user stories summited by scholars (mainly from the Humanities) present challenges or possible infrastructural solutions related to their individual research data. The report explains the context and methodology, as well as the decisions and steps taken during the call. It also provides an analysis of the major elements and categories of the user stories, and some reflexions for future measures. The data for the analysis is published in the DARIAH-DE Repository: http://dx.doi.org/10.20375/0000-000E-67ED-4.

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    Authors: van Der Eycken, Johan; Styven, Dorien; Gheldof, Tom; Depoortere, Rolande;

    This article shows that metadata plays a central role in our society and concludes that through collaborative work, it is possible to pool solutions and to establish relationships of cooperation, both at the level of practical tool development and with regard to sharing and creating knowledge and know-how. ispartof: ABB: Archives et Bibliothèques de Belgique - Archief- en Bibliotheekwezen in België vol:106 pages:135-144 status: published

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    Authors: Daems, Joke; Chambers, Sally; Verbruggen, Christophe; Zere, Tecle;

    International audience; The digital text platform is part of the Flemish contribution to DARIAH Belgium (DARIAH = Digital Research Infrastructure for the Arts and Humanities). The goal is to create a platform for the collaborative management and discovery of digitised textual collections that allows digital humanities researchers to prepare their corpora (consisting of, for example, digitised newspapers and books) for textual analysis. The platform will enable researchers to browse and search the digitised collections compiled, cleaned, enriched and managed by the researchers themselves. Once the relevant research sub-corpus has been compiled, data export tools, using standardised open formats (such as XML, JSON, .csv, .txt, etc.) will enable researchers to export sub-corpus for analysis with existing digital text analysis tools such as MALLET, (http://mallet.cs.umass.edu/topics.php) for topic modelling, VOYANT (http://voyant-tools.org) for data visualisation or AntConC (http://www.laurenceanthony.net/software/antconc/) for concordance and textual analysis.The platform has been conceived as part of a larger and modular virtual research environment service infrastructure (http://www.ghentcdh.ugent.be/projects/dariah-vl_vre.si). In a previous phase, possible frameworks and content management systems were tested, notably Islandora (a digital asset management system based on Fedora Commons and Drupal), but also Mediawiki and Omeka.One of the main challenges of the envisaged new platform is the possibility to integrate a wider variety of possible textual data streams (including a scan workflow). In addition, user-friendliness, scalability, adherence to standards and facilitating the interoperability of data are key issues to be addressed. The platform will build on the existing IIIF format, the International Image Interoperability Framework. This format is used by some of the most important libraries and cultural heritage institutions in the world, therefore providing access to enormous collections of digital objects. As the name suggests, IIIF is mainly focused on displaying and annotating images. However, we fully endorse the IIIF-community’s vision to develop an overarching interoperability framework for other data types, including all kinds of textual data. Benefits of the format include the interoperability, the ease of sharing images and annotations without the need to exchange files, and its support for multilingual data. In the months leading up to the conference, we will evaluate the existing IIIFpowered digital libraries and research projects and how they deal with practices of co-creation, data cleaning and enrichment of (structural) metadata. OCR improvement will become vital, as digital textual analysis can only be performed well on high-quality textual data. A related challenge will be combining the various input formats and converting them to different output formats required for analysis. In our poster, we will present a summary of our experiences with and technical assessment of our previous Islandora installation, in addition to our survey of the existing corpus management solutions. As a way of conclusion, we will introduce the envisioned new version of the platform.

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    Authors: Moreo, Alejandro; Esuli, Andrea; Sebastiani, Fabrizio;

    Obtaining high-quality labelled data for training a classifier in a new application domain is often costly. Transfer Learning (a.k.a. “Inductive Transfer”) tries to alleviate these costs by transferring, to the “target” domain of interest, knowledge available from a different “source” domain. In transfer learning the lack of labelled information from the target domain is compensated by the availability at training time of a set of unlabelled examples from the target distribution. Transductive Transfer Learning denotes the transfer learning setting in which the only set of target documents that we are interested in classifying is known and available at training time. Although this definition is indeed in line with Vapnik’s original definition of “transduction”, current terminology in the field is confused. In this article, we discuss how the term “transduction” has been misused in the transfer learning literature, and propose a clarification consistent with the original characterization of this term given by Vapnik. We go on to observe that the above terminology misuse has brought about misleading experimental comparisons, with inductive transfer learning methods that have been incorrectly compared with transductive transfer learning methods. We then, give empirical evidence that the difference in performance between the inductive version and the transductive version of a transfer learning method can indeed be statistically significant (i.e., that knowing at training time the only data one needs to classify indeed gives an advantage). Our clarification allows a reassessment of the field, and of the relative merits of the major, state-of-the-art algorithms for transfer learning in text classification.

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