semantic web for the humanities

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Seman&c Web for the Humani&es Albert MeroñoPeñuela, Stefan Schlobach, Frank van Harmelen ESWC PhD Symposium 27/05/2013 Montpellier, France

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Researchers have been interested recently in publishing and linking Humanities datasets following Linked Data principles. This has given rise to some issues that complicate the semantic modelling, comparison, combination and longitudinal analysis of these datasets. In this research proposal we discuss three of these issues: representation round- tripping, concept drift, and contextual knowledge. We advocate an inte- grated approach to solve them, and present some preliminary results.

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Page 1: Semantic Web for the Humanities

Seman&c  Web  for  the  Humani&es  

Albert  Meroño-­‐Peñuela,  Stefan  Schlobach,  Frank  van  Harmelen  

ESWC  PhD  Symposium  27/05/2013  Montpellier,  France  

Page 2: Semantic Web for the Humanities

Humani&es  Datasets  Humani&es  (semi-­‐)structured  datasets    •  Dutch  Historical  Censuses  (1795-­‐1971)  [Public  Historical  Sta&s&cal  Data]  

   

Page 3: Semantic Web for the Humanities

Longitudinal  queries  

?  

Page 4: Semantic Web for the Humanities

Towards  5-­‐star  Humani&es  Datasets  

Page 5: Semantic Web for the Humanities

Towards  5-­‐star  Humani&es  Datasets  

>1  year  ago  

1  year  ago  

Currently  

Page 6: Semantic Web for the Humanities

(1)  Format  Round-­‐tripping  hXp://www.cedar-­‐project.nl/resource/table/BRT_1889_12_T1  

GET  /resource/table/BRT_1889_12_T1  HTTP/1.1  Host:  cedar-­‐project.nl  Accept:  text/html  

GET  /resource/table/BRT_1889_12_T1  HTTP/1.1  Host:  cedar-­‐project.nl  Accept:  applica-on/rdf+xml  

Page 7: Semantic Web for the Humanities

(1)  Format  Round-­‐tripping  hXp://www.cedar-­‐project.nl/resource/table/BRT_1889_12_T1  

GET  /resource/table/BRT_1889_12_T1  HTTP/1.1  Host:  cedar-­‐project.nl  Accept:  text/html  

GET  /resource/table/BRT_1889_12_T1  HTTP/1.1  Host:  cedar-­‐project.nl  Accept:  applica-on/rdf+xml  

GET  /resource/table/BRT_1889_12_T1  HTTP/1.1  Host:  cedar-­‐project.nl  Accept:  applica-on/vnd.ms-­‐excel  

GET  /resource/table/BRT_1889_12_T1  HTTP/1.1  Host:  cedar-­‐project.nl  Accept:  applica-on/msaccess  

Page 8: Semantic Web for the Humanities

(1)  Format  Round-­‐tripping  hXp://www.cedar-­‐project.nl/resource/table/BRT_1889_12_T1  

GET  /resource/table/BRT_1889_12_T1  HTTP/1.1  Host:  cedar-­‐project.nl  Accept:  text/html  

GET  /resource/table/BRT_1889_12_T1  HTTP/1.1  Host:  cedar-­‐project.nl  Accept:  applica-on/rdf+xml  

GET  /resource/table/BRT_1889_12_T1  HTTP/1.1  Host:  cedar-­‐project.nl  Accept:  applica-on/vnd.ms-­‐excel  

GET  /resource/table/BRT_1889_12_T1  HTTP/1.1  Host:  cedar-­‐project.nl  Accept:  applica-on/msaccess  

pubby  

D2RQ  

hXp://github.com/Data2Seman&cs/TabLinker  

Page 9: Semantic Web for the Humanities

TabLinker  

Page 10: Semantic Web for the Humanities

TabLinker  

Page 11: Semantic Web for the Humanities

(1)  Format  Round-­‐tripping  hXp://www.cedar-­‐project.nl/resource/table/BRT_1889_12_T1  

GET  /resource/table/BRT_1889_12_T1  HTTP/1.1  Host:  cedar-­‐project.nl  Accept:  text/html  

GET  /resource/table/BRT_1889_12_T1  HTTP/1.1  Host:  cedar-­‐project.nl  Accept:  applica-on/rdf+xml  

GET  /resource/table/BRT_1889_12_T1  HTTP/1.1  Host:  cedar-­‐project.nl  Accept:  applica-on/vnd.ms-­‐excel  

GET  /resource/table/BRT_1889_12_T1  HTTP/1.1  Host:  cedar-­‐project.nl  Accept:  applica-on/msaccess  

pubby  

D2RQ  

hXp://github.com/Data2Seman&cs/TabLinker  

•  Circular  round-­‐trip  path  

•  RDF-­‐centric  •  1:1  comparison  •  Data  loss?  

Page 12: Semantic Web for the Humanities

(2)  Concept  Dria  

Upper ontologies (HISCO, AC, others?)

Year-dependent ontologies

1859 1869 1879

Page 13: Semantic Web for the Humanities

(2)  Concept  Dria  

Upper ontologies (HISCO, AC, others?)

Year-dependent ontologies

Page 14: Semantic Web for the Humanities

(2)  Concept  Dria  

Upper ontologies (HISCO, AC, others?)

Year-dependent ontologies

? ?

Page 15: Semantic Web for the Humanities

(2)  Concept  Dria  

•  Models drift over time •  Classes merge, split, change their properties

(beroepklassen) •  Although, some core meaning remains

(shoemakers) •  Can we automatically identify and align drifted

concepts? With what vocabulary/semantics?

? ?t1 t2 tn

Page 16: Semantic Web for the Humanities

(3)  Contextual  Knowledge  

Shoemaker   Schoemakers  

Page 17: Semantic Web for the Humanities

(3)  Contextual  Knowledge  

Shoemaker   Shoemaker  

Amsterdam   Leiden  

1889  1971  

Schoemakers  

Page 18: Semantic Web for the Humanities

(3)  Contextual  Knowledge  

Shoemaker   Shoemaker  

Amsterdam   Leiden  

1889  1971  

Vrowen  

Women  +  Men  

Works  with  leather  

Businessman  

Schoemakers  

Page 19: Semantic Web for the Humanities

(3)  Contextual  Knowledge  

Shoemaker   Shoemaker  

Amsterdam   Leiden  

1889  1971  

Vrowen  

Women  +  Men  

Works  with  leather  

Businessman  

Schoemakers  

Page 20: Semantic Web for the Humanities

Evalua&on  •  Exis&ng  (classical)  research  results  on  Humani&es  datasets  

•  We  use  them  as  gold  standards  •  Itera&ve  refinement  process  

Page 21: Semantic Web for the Humanities

Research  Ques&ons  We  aim  at  providing  algorithms,  formalisms  and  tools  to  disambiguate,  clean,  prepare,  normalize,  transform,  link  and  query  Humani&es  datasets,  conforming  a  framework  for  effec&ve  Humani&es  data  publishing  in  the  Seman&c  Web.    

•  Can  RDF  data  models  faithfully  represent  Humani&es  datasets?  Is  an  RDF-­‐based  format  round-­‐tripping  framework  possible?    

•  How  can  we  model  concept  dria?  Can  driaed  concepts  be  aligned?    

•  Can  we  infer  dynamic  concept  defini&ons  from  explicitly  formalized  contexts?  Can  these  contexts  help  solving  concept  dria?    

Page 22: Semantic Web for the Humanities

THANK  YOU  

hXp://www.cedar-­‐project.nl  @albertmeronyo  

Page 23: Semantic Web for the Humanities

(2)  Concept  Dria  

t1 t2 tn

Page 24: Semantic Web for the Humanities

(2)  Concept  Dria  

t1 t2 tn

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(2)  Concept  Dria  

? ?t1 t2 tn

owl:sameAs  

skos:closeMatch  skos:exactMatch  

skos:narrower   skos:broader  skos:related