User-centered Data Science for Digital Humanities
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The document discusses the integration of user-centered data science within digital humanities, focusing on Dutch ships and sailors, and how digital archives enhance research opportunities. It emphasizes the use of linked data, multimedia analysis, and crowdsourcing to enrich collections and support exploratory analysis. The innovative approaches enable the automatic generation of narratives and the development of post-colonial interpretations through diverse digital media.
User-centered Data Science for Digital Humanities
- 1. Victor de Boer User-centered Data Science for Digital Humanities DIVE, Dutch Ships and Sailors and ArchimediaL
- 3. Digital Humanities Part of the effort of humanities researcher is moved from the physical archives to digital ones New possibilities for humanities research Img:www.doaks.org, www.dkrz.de
- 4. Integrating collections as Linked Data Tools built on top of the data Continuous enrichment Embed in humanities methodology Continuous collection enrichment Multimedia analysis (image, text, video) Human computation
- 5. Linked Data
- 6. Human-based computation Nichesourcing CrowdsourcingProfessional annotation Niche groups of amateur experts with shared characteristics
- 7. Dutch Ships and Sailors
- 8. (semi-) automatically establish links between datasets and to external sources dss:Record gzmvoc:Telling gzmvoc:telling-1046-De_Berkel __bnode_1 gzmvoc:aziatischeBemanning dss:Ship gzmvoc:Schip gzmvoc: schip-1046-De_Berkel dss:has_ship gzmvoc:schip "1046" “Schip” “De Berkel” rdfs:label dss:scheepsnaam gzmvoc:scheepsnaam dss:ShipType gzmvoc:Scheepstype gzmvoc: type-Ship dss:has_shiptype gzmvoc:has_shiptype gzmvoc:scheepstype “21” “Moorse mattroosen” dss:azRegistratieKop gzmvoc:azAantalMatrozen gzmvoc:telling gzmvoc:heeft DAS heenreis dss:Record das:Voyage das:voyage-1918_61 Locations Ranks Ship types Voyages … Mentionedin
- 9. Novel data analysis and visualisation
- 10. DIVE+ INTO THE EVENT-ENRICHED LINKED OPEN CULTURAL HERITAGE
- 12. Access to Integrated Online Multimedia collections using Linked Open Data Interactive Exploration & Discovery in Context linking objects to events and entities building automatic storylines (narratives) DIVE+
- 13. OPENIMAGES.EU 3,220 news broadcasts Netherlands Institute for Sound & Vision GTAA thesaurus DELPHER.NL 197,199 Scans of Radio bulletins 1937 – 1984 AMSTERDAM MUSEUM 73,447 cultural heritage objects AM Thesaurus TROPENMUSEUM 78,270 cultural heritage objects SVNC thesaurus Collections and Vocabularies
- 14. Hybrid enrichment pipeline ENTITY EXTRACTION EVENTS CROWDSOURCING AND LINKING TO CONCEPTS THROUGH CROWDTRUTH.ORG SEGMENTATION & KEYFRAMES LINKING EVENTS AND CONCEPTS TO KEYFRAMES
- 15. DIVE:MediaObject Nieuws uit Indonesië: opheffing van het KNIL dive:depictedBy sem:hasTimestamp sem:Event ANP:1950-08-11:50 dive:isRelatedTo dive:relatedPlace sem:hasPlace dive:isRelatedTo dive:relatedActor sem:hasActor dive:isRelatedTo dive:relatedPlace sem:hasPlace sem:Time 25 Juli 1950 dive:depictedBy sem:hasTimestamp DIVE:MediaObject Mannen bij het huis van Paul Spies aan de Parapattan 42, Djakarta dive:depictedBy dive:depictedBy dive:depictedBy DIVE:MediaObject ANP:1950-08-11:50 DIVE:MediaObject Schaal sem:Time 11 Augustus 1950 sem:Event ontbindingsceremonie sem:Place Djakarta sem:Place Indonesië sem:Actor Mohammad Hatta Integration of Heterogeneous Collections
- 17. ArchiMediaL Developing Post-colonial Interpretations of Built Form through Heterogeneous Linked Digital Media
- 18. Computer Vision + crowdsourcing How to identify (elements of) buildings across different representations
- 19. Flexible data model allows for multi-interpretation
- 20. Continuous enrichment and linking of heterogeneous collections brings new possibilities for access, analysis Using automatic methods Always with human(s) in the loop Victor de Boer v.de.boer@vu.nl