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practitioners and researchers reflect on the challenges of modeling and implementing data-intensive problems that continue to appear in business and in science. These challenges of data modeling and representation are well-recognized in contemporary applications of big data, ontologies, and semantics, along with traditional efforts associated with methodologies, tools, and theory development. This introduction contains a review of some current research in conceptual modeling and identifies emerging themes. It also introduces the articles that comprise this special issue of papers from the 32 nd International Conference on Conceptual Modeling.","publication_date":"2015,,","publication_name":"Data \u0026 Knowledge Engineering","grobid_abstract_attachment_id":"81612481"},"document_type":"paper","pre_hit_view_count_baseline":null,"quality":"high","language":"en","title":"Research on conceptual modeling: Themes, topics, and introduction to the special issue","broadcastable":true,"draft":null,"has_indexable_attachment":true,"indexable":true}}["work"]; window.loswp.workCoauthors = [52703937]; window.loswp.locale = "en"; window.loswp.countryCode = "SG"; window.loswp.cwvAbTestBucket = ""; window.loswp.designVariant = "ds_vanilla"; window.loswp.fullPageMobileSutdModalVariant = "full_page_mobile_sutd_modal"; window.loswp.useOptimizedScribd4genScript = false; window.loswp.appleClientId = 'edu.academia.applesignon';</script><script defer="" src="https://accounts.google.com/gsi/client"></script><div 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data-login_uri="https://www.academia.edu/registrations/google_one_tap" data-moment_callback="onGoogleOneTapEvent" id="g_id_onload"></div><div class="ds-top-related-works--grid-container"><div class="ds-related-content--container ds-top-related-works--container"><h2 class="ds-related-content--heading">Related papers</h2><div class="ds-related-work--container js-wsj-grid-card" data-collection-position="0" data-entity-id="28907677" data-sort-order="default"><a class="ds-related-work--title js-wsj-grid-card-title ds2-5-body-md ds2-5-body-link" href="https://www.academia.edu/28907677/A_Generic_Multi_purpose_Conceptual_Model_Analysis_Approach_Conceptual_Specification_and_Application">A Generic Multi-purpose Conceptual Model Analysis Approach–Conceptual Specification and Application</a><div class="ds-related-work--metadata"><a class="js-wsj-grid-card-author ds2-5-body-sm ds2-5-body-link" data-author-id="54456004" href="https://independent.academia.edu/SHerwig">Sebastian Herwig</a></div><div 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Philosophical Foundations of Conceptual Models</a><div class="ds-related-work--metadata"><a class="js-wsj-grid-card-author ds2-5-body-sm ds2-5-body-link" data-author-id="37632976" href="https://independent.academia.edu/GuarinoN">Nicola Guarino</a><span>, </span><a class="js-wsj-grid-card-author ds2-5-body-sm ds2-5-body-link" data-author-id="9763695" href="https://ufes.academia.edu/GiancarloGuizzardi">Giancarlo Guizzardi</a></div><p class="ds-related-work--abstract ds2-5-body-sm">This paper contributes to the philosophical foundations of conceptual modeling by addressing a number of foundational questions such as: What is a conceptual model? Among models used in computer science, which are conceptual , and which are not? How are conceptual models different from other models used in the Sciences and Engineering? The paper takes a stance in answering these questions and, in order to do that, it draws from a broad literature in philosophy, cognitive science, Logics, as well as several areas of Computer Science (including Databases, Software Engineering, Artificial Intelligence, Information Systems Engineering , among others). After a brief history of conceptual modeling, the paper addresses the aforementioned questions by proposing a characterization of conceptual models with respect to conceptual semantics and ontological commitments. Finally, we position our work w.r.t. to a "Reference Framework for Conceptual" modeling recently proposed in the literature.</p><div class="ds-related-work--ctas"><button class="ds2-5-text-link ds2-5-text-link--inline js-swp-download-button" data-signup-modal="{"location":"wsj-grid-card-download-pdf-modal","work_title":"On the Philosophical Foundations of Conceptual Models","attachmentId":60311455,"attachmentType":"pdf","work_url":"https://www.academia.edu/40101071/On_the_Philosophical_Foundations_of_Conceptual_Models","alternativeTracking":true}"><span class="material-symbols-outlined" style="font-size: 18px" translate="no">download</span><span class="ds2-5-text-link__content">Download free PDF</span></button><a class="ds2-5-text-link ds2-5-text-link--inline js-wsj-grid-card-view-pdf" href="https://www.academia.edu/40101071/On_the_Philosophical_Foundations_of_Conceptual_Models"><span class="ds2-5-text-link__content">View PDF</span><span class="material-symbols-outlined" style="font-size: 18px" translate="no">chevron_right</span></a></div></div><div class="ds-related-work--container js-wsj-grid-card" data-collection-position="8" data-entity-id="94741203" data-sort-order="default"><a class="ds-related-work--title js-wsj-grid-card-title ds2-5-body-md ds2-5-body-link" href="https://www.academia.edu/94741203/Syntactic_and_Semantic_Understanding_of_Conceptual_Data_Models">Syntactic and Semantic Understanding of Conceptual Data Models</a><div class="ds-related-work--metadata"><a class="js-wsj-grid-card-author ds2-5-body-sm ds2-5-body-link" data-author-id="87743157" href="https://gvsu.academia.edu/CherylDunn">Cheryl Dunn</a></div><div class="ds-related-work--ctas"><button class="ds2-5-text-link ds2-5-text-link--inline js-swp-download-button" data-signup-modal="{"location":"wsj-grid-card-download-pdf-modal","work_title":"Syntactic and Semantic Understanding of Conceptual Data Models","attachmentId":97115265,"attachmentType":"pdf","work_url":"https://www.academia.edu/94741203/Syntactic_and_Semantic_Understanding_of_Conceptual_Data_Models","alternativeTracking":true}"><span class="material-symbols-outlined" style="font-size: 18px" translate="no">download</span><span class="ds2-5-text-link__content">Download free PDF</span></button><a class="ds2-5-text-link ds2-5-text-link--inline js-wsj-grid-card-view-pdf" href="https://www.academia.edu/94741203/Syntactic_and_Semantic_Understanding_of_Conceptual_Data_Models"><span class="ds2-5-text-link__content">View PDF</span><span class="material-symbols-outlined" style="font-size: 18px" translate="no">chevron_right</span></a></div></div><div class="ds-related-work--container js-wsj-grid-card" data-collection-position="9" data-entity-id="111306808" data-sort-order="default"><a class="ds-related-work--title js-wsj-grid-card-title ds2-5-body-md ds2-5-body-link" href="https://www.academia.edu/111306808/Advances_in_Conceptual_Modeling_Challenges_and_Opportunities">Advances in Conceptual Modeling - 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