User-centered Data Science for Digital Humanities
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Transcript of User-centered Data Science for Digital Humanities
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Victor de Boer
User-centered Data Science for Digital HumanitiesDIVE, Dutch Ships and Sailors and ArchimediaL
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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
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Integrating collections as Linked Data
Tools built on top of the data
Continuous
enrichmentEmbed in humanities methodology
Continuous collection enrichmentMultimedia analysis (image, text, video)
Human computation
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Linked Data
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Human-based computation
Nichesourcing CrowdsourcingProfessional annotation
Niche groups of amateur experts with shared characteristics
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Dutch Ships and Sailors
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(semi-) automatically establish links between datasets and to external sources
dss:Recordgzmvoc:Telling
gzmvoc:telling-1046-De_Berkel
__bnode_1
gzmvoc:aziatischeBemanning
dss:Shipgzmvoc:Schip
gzmvoc: schip-1046-De_Berkel
dss:has_shipgzmvoc:schip
"1046"
“Schip”
“De Berkel”
rdfs:labeldss:scheepsnaam
gzmvoc:scheepsnaam
dss:ShipTypegzmvoc:Scheepstype
gzmvoc: type-Shipdss:has_shiptype
gzmvoc:has_shiptype
gzmvoc:scheepstype
“21”
“Moorsemattroosen”
dss:azRegistratieKop
gzmvoc:azAantalMatrozen
gzmvoc:telling
gzmvoc:heeft DAS heenreis
dss:Recorddas:Voyage
das:voyage-1918_61
LocationsRanksShip typesVoyages…
Men
tion
ed in
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Novel data analysis and visualisation
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DIVE+INTO THE EVENT-ENRICHED
LINKED OPEN CULTURAL HERITAGE
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Access to Integrated Online Multimedia collectionsusing Linked Open Data
Interactive Exploration & Discovery in Contextlinking objects to events and entitiesbuilding automatic storylines (narratives)
DIVE+
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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
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Hybrid enrichment pipeline
ENTITY EXTRACTION
EVENTS CROWDSOURCING AND LINKING
TO CONCEPTS THROUGH
CROWDTRUTH.ORG
SEGMENTATION & KEYFRAMES
LINKING EVENTS AND
CONCEPTS TO
KEYFRAMES
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DIVE:MediaObject
Nieuws uit Indonesië:
opheffing van het KNIL
dive:depictedBy
sem:hasTimestamp
sem:Event
ANP:1950-08-11:50
dive:isRelatedTodive:relatedPlacesem:hasPlace
dive:isRelatedTodive:relatedActorsem:hasActor
dive:isRelatedTodive:relatedPlacesem: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:1950-08-11:50DIVE:MediaObject
Schaal
sem:Time
11 Augustus 1950
sem:Event
ontbindingsceremonie
sem:Place
Djakarta
sem:Place
Indonesië
sem:Actor
Mohammad Hatta
Integration of Heterogeneous Collections
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Innovative exploratory UI
diveplus.beeldengeluid.nl
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ArchiMediaLDeveloping Post-colonial Interpretations of Built Form
through Heterogeneous Linked Digital Media
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Computer Vision + crowdsourcing
How to identify (elements of) buildings across different representations
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Flexible data model allows for multi-interpretation
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Continuous enrichment and linking of heterogeneous collections brings new possibilities for access, analysis
Using automatic methodsAlways with human(s) in the loop
Victor de [email protected]