<!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Archiving and Interchange DTD v1.0 20120330//EN" "JATS-archivearticle1.dtd">
<article xmlns:xlink="http://www.w3.org/1999/xlink">
  <front>
    <journal-meta />
    <article-meta>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Valentina Bartalesi</string-name>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Nicolò Pratelli</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Emanuele Lenzi</string-name>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>ISTI-CNR</string-name>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Via G. Moruzzi</string-name>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Pisa City</string-name>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Italy</string-name>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="editor">
          <string-name>Knowledge Base, Medieval Manuscript.</string-name>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Dipartimento di Ingegneria dell'Informazione</institution>
          ,
          <addr-line>Via G.Caruso 16, 56122 Pisa</addr-line>
          ,
          <country country="IT">Italy</country>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>Web</institution>
          ,
          <addr-line>Ontology, Digital Humanities, Medieval and Renaissance Geography</addr-line>
        </aff>
      </contrib-group>
      <pub-date>
        <year>2012</year>
      </pub-date>
      <volume>6</volume>
      <fpage>1063</fpage>
      <lpage>1064</lpage>
      <abstract>
        <p>The geography of the world created during the Middle Ages and Renaissance (VI-XV centuries) was crucial to the development of Western thought in the European history. Until now, to the best of our knowledge, Medieval and Renaissance geographic Latin literature has not been studied using digital methods. The Italian National research project IMAGO - Index Medii Aevi Geographiae Operum - (2020-2023) aims at providing a systematic overview of this literature using Semantic Web technologies and the Linked Open Data paradigm. As the first step to develop tools to support scholars in creating, evolving and consulting a knowledge base (KB) of the geographic works, we created an OWL 2 DL ontology. To maximize its interoperability, we developed the ontology as an extension of two reference vocabularies: the CIDOC CRM and FRBRoo (including its in-progress reformulation LRMoo). In this paper, we briefly present the project, the ontology, and the automatic and semi-automatic tools we developed to populate it. The final aim of the project is the creation of a Web application allowing scholars to freely access and visualise the data collected in the IMAGO knowledge base.</p>
      </abstract>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>1. Introduction</title>
      <p>Medieval and Renaissance culture developed an image of the world that was at the basis of Western
thought in European history. During the Middle Ages, geographical descriptions were mostly functional
to collect human knowledge into encyclopedic works or to provide universal chronicles. Specific
descriptions of lands, cities, places, monuments and buildings were also used as a guide by the pilgrims
who travelled to the Holy Land, Rome or Santiago de Compostela. The genre of geographical
description had a turning point in the Renaissance, due to the exploration travels and discoveries that produced
several descriptions and representations of the New World.</p>
      <p>
        Currently, the information about this kind of literature is dispersed on paper books, and this makes
a systematic overview of the geographic literature impossible, preventing a well-ordered perception of
how it was gradually set up in time. Indeed, this literature has not been studied yet using digital methods.
The PRIN 2017 IMAGO - Index Medii Aevi Geographiae Operum – (2020-2023) aims at developing
tools to support scholars in creating, evolving and consulting a knowledge base (KB) of the
geographical Latin works written in the Middle Ages and Renaissance. In particular, IMAGO aims at (i) creating
a knowledge base using the languages of the Semantic Web [
        <xref ref-type="bibr" rid="ref6">6</xref>
        ], (ii) producing data according to the
Findable, Accessible, Interoperable and Reusable (FAIR) paradigm [11,12], (iii) publishing the data as
Linked Open Data (LOD) [
        <xref ref-type="bibr" rid="ref2">2</xref>
        ]. The final aim of the project is the creation of a Web application allowing
scholars to freely access and visualize the data collected in the IMAGO KB. The idea is to improve the
studies of Medieval and Renaissance geography by providing scholars with a better insight into this
field from different research perspectives.
      </p>
      <p>2022 Copyright for this paper by its authors.</p>
      <p>The main novelty introduced by our research is the use of the Semantic Web technologies to formally
represent the scientific domain of the geographical Latin works written during the Middle Ages and the
Renaissance. Despite in other research projects semantic technologies have been used to represent
ancient manuscripts no scientific research that applies a Semantic Web approach has been conducted in
this specific research field. In this article, we briefly report the work done until now to create a
knowledge base of Medieval and Renaissance geographic works.</p>
    </sec>
    <sec id="sec-2">
      <title>2. The IMAGO Ontology</title>
      <p>
        As reported in the Introduction, the IMAGO project aims at providing a systematic overview of the
Latin Medieval and Renaissance geographic literature using the Semantic Web technologies to make
available this knowledge as Linked Open Data (LOD) and to develop automatic search and visualization
services on the collected data. To do this, we created an OWL 2 DL2 ontology to formally represent the
collected data. This ontology is the result of a strict collaboration between ISTI-CNR and the experts
in Latin and Italian Literature and Linguistics of the University of Pisa and the University of Salento
who are involved in the project. As the first step, we defined a conceptualization of the domain of
interest. Then, we provided a logic formalization of this conceptualization. In particular, following the
re-use logic and in order to maximize the interoperability, we developed our ontology as an extension
of two reference ontologies, i.e. the CIDOC CRM [
        <xref ref-type="bibr" rid="ref4">4</xref>
        ] vocabulary and its extension FRBRoo [
        <xref ref-type="bibr" rid="ref5">5</xref>
        ],
including its in-progress reformulation, LRMoo [
        <xref ref-type="bibr" rid="ref7">7</xref>
        ].
      </p>
      <p>In the conceptualization we identified some main categories to formally represent. The first ones are
the author and title of a work. For each work, we identified its literary genre/s and the toponyms reported
into the work. Furthermore, for each work, knowledge about the related manuscripts and printed
editions is reported. In particular, for each manuscript we reported: the name of the author and the title of
the work as it appears in the manuscript; the library in which the manuscript is collected; the location
of the library; the signature and the folios of the manuscript; the incipit and explicit of the
dedication/proem, if they exist; the incipit and explicit of the text; the date of the creation of the manuscript;
the secondary sources.</p>
      <p>On the other hand, for each printed edition the following knowledge is reported: the author, the title,
and curator's name of the edition; the place and the date of publication; the publisher; the format of the
edition; the number of pages; the information about the images reported in the edition; some general
notes that the scholars intend to add as comment to the edition; the name of the author of the
introduction, the text of the introduction, the text of the dedications; information about whether the edition is a
first edition or a reprint; primary and secondary sources of the edition; the ecdotic typology.</p>
      <p>
        As reported in detail in [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ], in order to create our ontology, we mapped the pieces of knowledge of
the conceptualisation with classes and properties of the CIDOC CRM and FRBRoo, including its
inprogress reformulation, LRMoo. Figure 1 shows the classes, object and data properties we used in our
ontology. As a notational convention, the CIDOC CRM uses the letters “E” and “P” to indicate classes
and properties respectively, whereas FRBRoo (and its revisions LRMoo) uses the letters “F” and “R”
to indicate classes and properties, respectively. We performed a first evaluation of the ontological
model. We used the automatic OntoQA system [
        <xref ref-type="bibr" rid="ref9">9</xref>
        ]. OntoQA is a feature-based approach for evaluating
ontologies and it does not require data training. OntoQA evaluates the ontologies using a predefined set
of metrics. The results of this evaluation are reported in deep in [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ]. In summary, analyzing the
evaluation results, we can infer that the IMAGO ontology is significantly richer than a simple taxonomy (it
has a value of relationship richness equal to 68.75%). Furthermore, the inheritance richness of the
ontology is equal to 1.66 and this value indicates the vertical nature of the vocabulary, defining it as a
domain-specific ontology.
2 https://www.w3.org/TR/owl2-overview/
      </p>
    </sec>
    <sec id="sec-3">
      <title>3. Automatic Population of the Ontology using Different Data Sources</title>
      <p>The resources stored in the IMAGO KB have a unique identifier that is an Internationalized Resource
Identifier (IRI). These IRIs are automatically retrieved from different sources freely available on the
Web. Linking different sources needs extensive use of ontologies in order to discover different
knowledge across multiple repositories. In particular, we link the following datasets:
•
•
•
•
•</p>
      <p>Wikidata knowledge base3
MIRABILE digital archive4
Nuovo Soggettario thesaurus5
Mapping Manuscript Migration knowledge base6</p>
      <p>Plaiades gazeteer7</p>
      <p>
        When IRIs are not available in the previous datasets, we automatically created and assigned custom
IRIs to the resources. We were able to retrieve: 96% of author IRIs and 98% of work IRIs from Wikidata
[10] and Mirabile; 95% of place IRIs and 41% of library IRIs from Wikidata; 95% of genre IRIs from
Soggettario Nazionale; 50% of ancient place IRIs from Pleiades [
        <xref ref-type="bibr" rid="ref8">8</xref>
        ]. Finally, we were able to map 20%
of the works collected in the IMAGO project with those collected in the MMM KB [
        <xref ref-type="bibr" rid="ref3">3</xref>
        ]. The linking
among different datasets allows to considerably enrich the knowledge collected in the IMAGO KB. At
the current stage of the project, we were able to automatically populate our KB with 250 works, 206
authors, 614 libraries, and 310 places. The KB also includes 7 different literary genres, 4 types of
editions, 6 ecdotic typologies.
3 https://www.wikidata.org
4 https://www.mirabileweb.it
5 https://thes.bncf.firenze.sbn.it/
6 https://mappingmanuscriptmigrations.org/en/
7 https://pleiades.stoa.org/
      </p>
    </sec>
    <sec id="sec-4">
      <title>4. Populating the Ontology with a Semi-Automatic Tool</title>
      <p>To support the scholars in populating the ontology, we developed a semi-automatic tool that allows
reducing the time for inserting the knowledge in the ontology, facilitates the retrieval of this knowledge,
and prevents the possibility to make mistakes while inserting the data manually. The tool is written in
Python8 with the framework Django9 and is connected to a PostgreSQL10 with jsonb datatype. Using
Django has some advantages, e.g. it is a web framework focused on reducing web application
development time; it can easily be customizable, scalable, and extendable by making changes to its components.</p>
      <p>Along with the IRIs automatically retrieved, we have embedded in the tool other pieces of
knowledge (and the corresponding IRIs) about some resources that have to be added in our KB, i.e.
authors, works, places and libraries.</p>
      <p>Regarding the information about the authors, though the tool it is possible to insert: the author’s
name; the author’s name aliases; some dates relating to the life and the work of the author. In particular,
the scholar can define: (i) the floruit date that identifies the highest activity period of an author; (ii) the
episcopus date that refers to the range of time in which an author has covered the role of bishop; (iii)
the dates of birth and death of an author. The floruit and episcopus dates are reported when the dates of
birth and death of an author are not available. All the dates have been modelled with an interval, with a
start date and an end date. Furthermore, we have inserted four checkboxes to specify other information
about dates, that is: (i) uncertainty, to indicate that the reported date is not uncertain, (ii) before, for
events whose dates are uncertain but the scholar knows that they happened before a certain date, (iii)
after, for events whose dates are uncertain but the scholar knows that they happened after a certain date,
(iv) Roman numerals, to allow the scholars to visualize the dates in roman numerals. Figure 2 shows
the interface of the tool that allows inserting this knowledge.</p>
      <p>Regarding the works, the tool supports the scholars suggesting a precompiled list of titles and title
aliases. For what concerns the libraries, the scholars can choose a library from a predefined list or can
insert a new library if it is not already present in the list. Then, the tool automatically adds information
about the place in which the library is located.</p>
    </sec>
    <sec id="sec-5">
      <title>5. Conclusions and Future Work</title>
      <p>In this paper, we have presented the Italian National Research Project IMAGO - Index Medii Aevi
Geographiae Operum (2020-2023). IMAGO aims at creating a knowledge base of the Medieval and
Renaissance geographic works which report the description and representation of the world in the
VIXV centuries.</p>
      <p>To the best of our knowledge, until now no scientific research has applied digital methods in a
systematic way in this field of study. The knowledge included in the IMAGO KB is formally represented
using the languages of the Semantic Web (OWL 2 DL) and published as Linked Open Data.
Furthermore, the produced data are compliant with the Findable, Accessible, Interoperable and Reusable
(FAIR) paradigm. In particular, in this paper we have presented the ontology we have developed to
formally represent the knowledge. The IMAGO ontology has been implemented as an extension of two
standard vocabularies: CIDOC CRM and FRBRoo (and its ongoing extension LRMoo). The ontology
has been populated using automatic and semi-automatic tools. We have been able to automatically
import knowledge from existing KBs and databases, e.g. Wikidata, Pleiades, Mapping Manuscript
Migration. We have also developed a semi-automatic web tool that is currently used by the scholars who are
inserting data in our KB. We have performed a first evaluation of the ontological model using an
automatic system.</p>
      <p>As future work we have planned to perform a complete evaluation of the IMAGO ontology,
regarding not only the ontological model but also the instances, using the same automatic system.
Furthermore, we have also planned to conduct an evaluation involving users. In particular, we have planned to
propose a specific questionnaire to the scholars who are currently populating the ontology. After the
analysis of the evaluation results, if necessary, we will review and extent the ontology. The final aim
of the project is to develop a web application that allows users (i.e. scholars, students but also general
users) to retrieve and consult the data collected in the IMAGO KB in a user-friendly way (e.g. tables,
maps, CSV files).
6. References</p>
    </sec>
  </body>
  <back>
    <ref-list>
      <ref id="ref1">
        <mixed-citation>
          [1]
          <string-name>
            <surname>Bartalesi</surname>
            <given-names>V.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Metilli</surname>
            <given-names>D.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Pratelli</surname>
            <given-names>N.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Pontari</surname>
            <given-names>P.</given-names>
          </string-name>
          :
          <article-title>Towards a knowledge base of medieval and renaissance geographical Latin works: The IMAGO ontology</article-title>
          ,
          <source>Digital Scholarship in the Humanities</source>
          ,
          <year>2021</year>
          , fqab060, https://doi.org/10.1093/llc/fqab060.
        </mixed-citation>
      </ref>
      <ref id="ref2">
        <mixed-citation>
          [2]
          <string-name>
            <surname>Bauer</surname>
            ,
            <given-names>F.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Kaltenböck</surname>
            ,
            <given-names>M.</given-names>
          </string-name>
          :
          <article-title>Linked open data: The essentials</article-title>
          .
          <source>Edition mono/monochrom, Vienna</source>
          <volume>710</volume>
          (
          <year>2011</year>
          ).
        </mixed-citation>
      </ref>
      <ref id="ref3">
        <mixed-citation>
          [3]
          <string-name>
            <surname>Burrows</surname>
            ,
            <given-names>T.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Emery</surname>
            ,
            <given-names>D.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Fraas</surname>
            ,
            <given-names>M.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Hyvönen</surname>
            ,
            <given-names>E.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Ikkala</surname>
            ,
            <given-names>E.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Koho</surname>
            ,
            <given-names>M.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Lewis</surname>
            ,
            <given-names>D.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Morrison</surname>
            ,
            <given-names>A.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Page</surname>
            ,
            <given-names>K.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Ransom</surname>
            ,
            <given-names>L.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Thomson</surname>
            ,
            <given-names>E.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Tuominen</surname>
            ,
            <given-names>J.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Velios</surname>
            ,
            <given-names>A.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Wijsman</surname>
          </string-name>
          , H.:
          <article-title>Mapping manuscript migrations: Digging into data for researching the history and provenance of medieval and renaissance manuscripts: White paper</article-title>
          (
          <year>August 2020</year>
          ), https://diggingintodata.org/file/1281/download?token=x59u8fFQ.
        </mixed-citation>
      </ref>
      <ref id="ref4">
        <mixed-citation>
          [4]
          <string-name>
            <surname>Doerr</surname>
            ,
            <given-names>M.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Bekiari</surname>
            ,
            <given-names>C.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>LeBoeuf</surname>
          </string-name>
          , P.:
          <article-title>Frbroo, a conceptual model for performing arts</article-title>
          .
          <source>In: 2008 Annual Conference of CIDOC</source>
          ,
          <year>2008</year>
          , pp.
          <fpage>06</fpage>
          -
          <lpage>18</lpage>
          . CIDOC - ICOM International Committee for Documentation.
        </mixed-citation>
      </ref>
      <ref id="ref5">
        <mixed-citation>
          [5]
          <string-name>
            <surname>Doerr</surname>
            ,
            <given-names>M.:</given-names>
          </string-name>
          <article-title>The cidoc conceptual reference module: An ontological approach to semantic interoperability of metadata</article-title>
          .
          <source>AI Mag</source>
          .
          <volume>24</volume>
          (
          <issue>3</issue>
          ),
          <year>2003</year>
          , pp.
          <fpage>75</fpage>
          -
          <lpage>92</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref6">
        <mixed-citation>
          [6]
          <string-name>
            <surname>Pauwels</surname>
            ,
            <given-names>P.</given-names>
          </string-name>
          , Zhang,
          <string-name>
            <given-names>S.</given-names>
            , and
            <surname>Lee</surname>
          </string-name>
          ,
          <string-name>
            <surname>Y. C..</surname>
          </string-name>
          <article-title>Semantic web technologies in AEC industry: A literature overview</article-title>
          .
          <source>Automation in Construction</source>
          ,
          <volume>73</volume>
          ,
          <fpage>145</fpage>
          -
          <lpage>165</lpage>
          . (
          <year>2017</year>
          ).
        </mixed-citation>
      </ref>
      <ref id="ref7">
        <mixed-citation>
          [7]
          <string-name>
            <surname>Riva</surname>
            ,
            <given-names>P.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Žumer</surname>
            ,
            <given-names>M.</given-names>
          </string-name>
          :
          <article-title>Frbroo, the ifla library reference model, and now lrmoo: a circle of development</article-title>
          .
          <source>In: IFLA WLIC 2018 Conference</source>
          , Transform Libraries, Transform
          <string-name>
            <surname>Societies</surname>
          </string-name>
          (
          <year>2017</year>
          ).
        </mixed-citation>
      </ref>
      <ref id="ref8">
        <mixed-citation>
          [8]
          <string-name>
            <surname>Simon</surname>
            ,
            <given-names>R.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Isaksen</surname>
            ,
            <given-names>L.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Barker</surname>
            ,
            <given-names>E. T.</given-names>
          </string-name>
          , and de Soto Canamares,
          <string-name>
            <surname>P.</surname>
          </string-name>
          <article-title>The Pleiades gazetteer and the Pelagios project</article-title>
          .Bloomington: Indiana University Press (
          <year>2016</year>
          ).
        </mixed-citation>
      </ref>
      <ref id="ref9">
        <mixed-citation>
          [9]
          <string-name>
            <surname>Tartir</surname>
            ,
            <given-names>S.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Arpinar</surname>
            ,
            <given-names>I.B.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Moore</surname>
            ,
            <given-names>M.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Sheth</surname>
            ,
            <given-names>A.P.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Aleman-Meza</surname>
            ,
            <given-names>B.</given-names>
          </string-name>
          :
          <article-title>Ontoqa: Metric-based ontology quality analysis (</article-title>
          <year>2005</year>
          ).
        </mixed-citation>
      </ref>
    </ref-list>
  </back>
</article>