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VERNACULAR CLASSIFICATION: HUMANITIES
NETWORKED INFRASTRUCTURE (HUNI)
Department of Digital HumanitiesToby Burrows
HuNI (Humanities Networked Infrastructure)
•  Aggregates data from 30 different Australian humanities
datasets
•  Data are defined as entities occurring in the source
datasets: 740,000 entities in all
•  Harvested records are mapped to one of six basic
categories
•  No imported relationships between entities
•  No de-duplication of entities
Challenges for HuNI
•  How to organize and link heterogeneous data for
browsing – without entirely pre-determining the
structure and relationships
•  How to make the aggregated data useful – without
imposing too much of a conceptual framework
•  How to respect the different disciplinary perspectives
reflected in the source datasets
•  Researchers need to be able to record and share their
views about the data
Concept
HuNI Record Category
Event Organisation Person Place Work
More icons = mo
PERSON A natural person
ORGANISATION A company, club, trust, gallery, political party, etc
WORK A cultural artefact or “man-made” thing created by
someone, that has some existence in its own right,
either physical or digital
PLACE A real, spatial location
EVENT An activity that occurs in space and time and may
involve people, organisations, places, works, etc.
CONCEPT Something whose existence is primarily mental
http://wiki.huni.net.au/display/DS/Data+Model
HuNI: creating collections
•  Users are able to create their own collections of data
•  They can create categories and classifications, and assign individual
entities to them
•  Users can choose whether to make these collections public
•  The list of public collections can be seen and browsed
•  Individual entities show which public collections they belong to
•  The graph for each entity also shows its membership of a public
collection
HuNI: socially-linked data
•  Users are also able to create links between entities
•  These links are public, by default
•  There are no pre-determined links between entities
•  Users can add to each others’ links, including disagreeing
with them or contradicting them
•  Links can describe any kind of reciprocal relationship
•  There is no pre-determined ontology or vocabulary of
relationships
HuNI: classification and categorization 1
•  Specific individual entities and phenomena are the focus of the HuNI
data aggregate
•  There is as little pre-defined classification and categorization as
possible
•  HuNI avoids hierarchical ontological structures (= “flat ontologies”?)
•  Entities are organized and presented primarily so that researchers can
work with them and manipulate them – classifying entities into
collections and creating links between individual entities
•  HuNI is not organizing and presenting the entities so as to reflect an
authoritative classification or organization of knowledge
HuNI: classification and categorization 2
•  Not organizing the entities for structured or faceted search and
retrieval
–  Only indexing them for a basic keyword search
•  Not organizing them into browsable semantic hierarchies
–  Providing only basic browsing via the six categories (and the list of
source datasets)
•  HuNI is trying to find a middle ground between:
–  The linguistic and conceptual limitations of “search”
–  The imposition of a single “normative” ontology or classificatory
semantic structure
HuNI: vernacular classification
•  The user-contributed collections and links give meaning to the data
•  Multiple interpretations and perceptions of relationships between
entities are encouraged – even if these are contradictory
•  Users can express the relationships they see in the data – including
classifications and categorizations
•  HuNI resists a single normative or expert interpretation or
classification of the data
•  HuNI encourages the sharing of different perspectives by researchers
and other users
Dr Toby Burrows
Marie Curie Fellow
Department of Digital Humanities
King’s College London
26-29 Drury Lane
London WC2B 5RL
toby.burrows@kcl.ac.uk
@tobyburrows
tobyburrows.wordpress.com
Alternative approaches
•  Search – use ontologies to classify search results (facets)
•  Topic modeling – automatic generation of semantic categories
and relations from text-based Natural Language Processing
•  Linked Data with light categorization for reasoning
–  Vocabularies & thesauri encoded for the Semantic Web
(SKOS)
•  Social tagging or “folksonomies”
v  Tags are applied to entities
v  There is no formal classification or categorization of concepts
v  There are no relationships between tags (other than being used to tag the
same entity)
v  Research into deriving ontologies from social tagging
Massive	
  A)ack	
  Tags	
  (last.fm)	
  
00s	
   	
   	
  80s	
   	
   	
  90s	
   	
  acid	
  jazz	
   	
  	
  
alterna1ve	
   	
  alterna1ve	
  dance	
   	
  alterna1ve	
  rock	
  	
  
ambient	
   	
  atmospheric	
   	
  beau1ful	
   	
  	
  
bristol	
   	
  bristol	
  sound	
   	
  bri1sh	
   	
  	
  
chill	
   	
   	
  chill	
  out	
   	
  chillout	
   	
  	
  
dance	
  	
   	
  dark	
   	
  downbeat	
   	
  downtempo	
   	
  dub	
   	
  	
  
easy	
  listening	
   	
  electro	
   	
  electronic	
   	
  electronica	
  	
  	
  
england	
   	
  english	
   	
  experimental	
  	
  
favorite	
   	
  favorites	
   	
  favourite 	
  female	
  vocalists	
   	
  	
  
hip	
  hop	
   	
  hip-­‐hop	
   	
  house	
   	
  hypno1c	
  	
  
idm	
   	
  indie	
  	
  indie	
  rock	
   	
  industrial	
   	
  instrumental	
  
jazz	
   	
  lounge	
   	
  male	
  vocalists	
   	
  massive	
  a@ack	
  	
  
mellow	
  pop	
  	
   	
  psychedelic	
  	
  rap	
   	
  relax	
  	
  rock	
   	
  sexy	
   	
  soul	
  
soundtrack	
   	
  technotrance	
   	
  trip	
  hop	
  	
  trip-­‐hop	
  	
  triphopuk	
  	
  
Toby Burrows: Vernacular Classification: Knowledge Organization in the Humanities Networked Infrastructure (HuNI)

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Toby Burrows: Vernacular Classification: Knowledge Organization in the Humanities Networked Infrastructure (HuNI)

  • 1. VERNACULAR CLASSIFICATION: HUMANITIES NETWORKED INFRASTRUCTURE (HUNI) Department of Digital HumanitiesToby Burrows
  • 2. HuNI (Humanities Networked Infrastructure) •  Aggregates data from 30 different Australian humanities datasets •  Data are defined as entities occurring in the source datasets: 740,000 entities in all •  Harvested records are mapped to one of six basic categories •  No imported relationships between entities •  No de-duplication of entities
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  • 10. Challenges for HuNI •  How to organize and link heterogeneous data for browsing – without entirely pre-determining the structure and relationships •  How to make the aggregated data useful – without imposing too much of a conceptual framework •  How to respect the different disciplinary perspectives reflected in the source datasets •  Researchers need to be able to record and share their views about the data
  • 11. Concept HuNI Record Category Event Organisation Person Place Work More icons = mo PERSON A natural person ORGANISATION A company, club, trust, gallery, political party, etc WORK A cultural artefact or “man-made” thing created by someone, that has some existence in its own right, either physical or digital PLACE A real, spatial location EVENT An activity that occurs in space and time and may involve people, organisations, places, works, etc. CONCEPT Something whose existence is primarily mental http://wiki.huni.net.au/display/DS/Data+Model
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  • 17. HuNI: creating collections •  Users are able to create their own collections of data •  They can create categories and classifications, and assign individual entities to them •  Users can choose whether to make these collections public •  The list of public collections can be seen and browsed •  Individual entities show which public collections they belong to •  The graph for each entity also shows its membership of a public collection
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  • 23. HuNI: socially-linked data •  Users are also able to create links between entities •  These links are public, by default •  There are no pre-determined links between entities •  Users can add to each others’ links, including disagreeing with them or contradicting them •  Links can describe any kind of reciprocal relationship •  There is no pre-determined ontology or vocabulary of relationships
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  • 28. HuNI: classification and categorization 1 •  Specific individual entities and phenomena are the focus of the HuNI data aggregate •  There is as little pre-defined classification and categorization as possible •  HuNI avoids hierarchical ontological structures (= “flat ontologies”?) •  Entities are organized and presented primarily so that researchers can work with them and manipulate them – classifying entities into collections and creating links between individual entities •  HuNI is not organizing and presenting the entities so as to reflect an authoritative classification or organization of knowledge
  • 29. HuNI: classification and categorization 2 •  Not organizing the entities for structured or faceted search and retrieval –  Only indexing them for a basic keyword search •  Not organizing them into browsable semantic hierarchies –  Providing only basic browsing via the six categories (and the list of source datasets) •  HuNI is trying to find a middle ground between: –  The linguistic and conceptual limitations of “search” –  The imposition of a single “normative” ontology or classificatory semantic structure
  • 30. HuNI: vernacular classification •  The user-contributed collections and links give meaning to the data •  Multiple interpretations and perceptions of relationships between entities are encouraged – even if these are contradictory •  Users can express the relationships they see in the data – including classifications and categorizations •  HuNI resists a single normative or expert interpretation or classification of the data •  HuNI encourages the sharing of different perspectives by researchers and other users
  • 31. Dr Toby Burrows Marie Curie Fellow Department of Digital Humanities King’s College London 26-29 Drury Lane London WC2B 5RL toby.burrows@kcl.ac.uk @tobyburrows tobyburrows.wordpress.com
  • 32. Alternative approaches •  Search – use ontologies to classify search results (facets) •  Topic modeling – automatic generation of semantic categories and relations from text-based Natural Language Processing •  Linked Data with light categorization for reasoning –  Vocabularies & thesauri encoded for the Semantic Web (SKOS) •  Social tagging or “folksonomies” v  Tags are applied to entities v  There is no formal classification or categorization of concepts v  There are no relationships between tags (other than being used to tag the same entity) v  Research into deriving ontologies from social tagging
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