towards linked data and ontology development for the ...pmooney/linkvgi2016/lemmens... · informal...

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AGILE Link-VGI workshop, Helsinki 14 June 2016 Towards Linked Data and ontology development for the semantic enrichment of volunteered geo-information Rob Lemmens University of Twente, Faculty of Geo-Information Science and Earth Observation (ITC) Enschede, The Netherlands [email protected] 1 Gilles Falquet, Claudine Métral University of Geneva, Faculty of economics and social sciences, Geneva, Switzerland {Gilles.Falquet; claudine.metral}@unige.ch

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Page 1: Towards Linked Data and ontology development for the ...pmooney/LinkVGI2016/Lemmens... · Informal and formal semantic reference spaces From: Rob Lemmens, Gilles Falquet, Stefano

AGILE Link-VGI workshop, Helsinki 14 June 2016

Towards Linked Data and ontology development for the semantic enrichment of volunteered geo-informationRob Lemmens

University of Twente, Faculty of Geo-Information Science and Earth Observation (ITC)Enschede, The [email protected]

1

Gilles Falquet, Claudine Métral

University of Geneva, Faculty of economics and social sciences, Geneva, Switzerland {Gilles.Falquet; claudine.metral}@unige.ch

Page 2: Towards Linked Data and ontology development for the ...pmooney/LinkVGI2016/Lemmens... · Informal and formal semantic reference spaces From: Rob Lemmens, Gilles Falquet, Stefano

ENERGIC Project – Objectives - http://vgibox.eu/

The ENERGIC project (European Network Exploring Research into Geospatial Information Crowdsourcing: software and methodologies for harnessing geographic information from the crowd; COST Action IC1203)

Finding new solutions for the exploitation, integration and application of user generated geo-information.

Working groups: 1. Societal and human aspects of VGI, 2. Spatial data quality and infrastructures and 3. Data mining, semantics and VGI.

Links to COST Action TD1202 Mapping and the citizen sensor Deliverable: Open and updatable repository of VGI analysis and

integration tools and methods, literature and case studies. Ontology serves as semantic backbone.

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Page 3: Towards Linked Data and ontology development for the ...pmooney/LinkVGI2016/Lemmens... · Informal and formal semantic reference spaces From: Rob Lemmens, Gilles Falquet, Stefano

Informal and formal semantic reference spaces

From: Rob Lemmens, Gilles Falquet, Stefano De Sabbata, Bin Jiang, Benedicte Bucher (2016) Querying VGI by semantic enrichment. Chapter in: Capineri, C. et al. (Eds.) European handbook of crowdsourced geographic information. Ubiquity Press.

Page 4: Towards Linked Data and ontology development for the ...pmooney/LinkVGI2016/Lemmens... · Informal and formal semantic reference spaces From: Rob Lemmens, Gilles Falquet, Stefano

From informal to formal

stadiumFrorseriver

palace

Keywords (Tags) Ontologies

road

Geographic feature

riverbuilding

government office

stadium

country

department

city

Haiti

Carrefour

Ouest

Stade SylvioCator

Port-au-prince

football

disaster

disaster

damageshelter

Co-occurence

shelter

damage

Page 5: Towards Linked Data and ontology development for the ...pmooney/LinkVGI2016/Lemmens... · Informal and formal semantic reference spaces From: Rob Lemmens, Gilles Falquet, Stefano

Semantic enrichment with ENERGIC VGI ontology

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Is of TypeVGI publicationVGI system: OpenStreetMap

Page 6: Towards Linked Data and ontology development for the ...pmooney/LinkVGI2016/Lemmens... · Informal and formal semantic reference spaces From: Rob Lemmens, Gilles Falquet, Stefano

Linked Data – RDF triples

From: Kelvin Mutunga – MSc thesis, Univ of Twente, March 2016

Page 7: Towards Linked Data and ontology development for the ...pmooney/LinkVGI2016/Lemmens... · Informal and formal semantic reference spaces From: Rob Lemmens, Gilles Falquet, Stefano

Linked Open Data cloud

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Page 8: Towards Linked Data and ontology development for the ...pmooney/LinkVGI2016/Lemmens... · Informal and formal semantic reference spaces From: Rob Lemmens, Gilles Falquet, Stefano

Ontologies & Linked Data

From: Dongpo Deng – Terra Incognita 2011

Page 9: Towards Linked Data and ontology development for the ...pmooney/LinkVGI2016/Lemmens... · Informal and formal semantic reference spaces From: Rob Lemmens, Gilles Falquet, Stefano

ENERGIC VGI Ontology - Objectives

1. Common understanding of VGI concepts (e.g., for research, outreach and education) – delimiting the field- broad coverage, human-readable definitions

2. Create applications and database schema for the development of new VGI applications- centered on VGI data structures

3. Usage of ontology of tasks for evaluating of data quality- centered on tasks

4. Semantic enrichment of VGI-based systems and indexing literature for VGI source discovery and integration- rich set of properties to describe resources

5. Create relationships between VGI and other domains, such as GIS, SDI, etc.

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Page 10: Towards Linked Data and ontology development for the ...pmooney/LinkVGI2016/Lemmens... · Informal and formal semantic reference spaces From: Rob Lemmens, Gilles Falquet, Stefano

ENERGIC VGI Ontology

Workflow

ENERGIC Book (all project partners)

Manual keyword marking(team)

Cleaning & Sorting

(organisers)

Automated keyword generation (organisers)

Creation of top-level concepts with

WebProtege (organisers)

Addition of low-level concepts

with WebProtege (team)

Ontology instantiation exercise with

yEd graph editor (Lisbon participants)

Proposals for ontology tuning with

yEd graph editor(Lisbon participants)

Ontology tuning with WebProtege (organisers)

Ontology instantiation by creating linked data with XSLT (organisers)

Demonstration of use by linked data query

and exploration (organisers)

Comparison

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Page 11: Towards Linked Data and ontology development for the ...pmooney/LinkVGI2016/Lemmens... · Informal and formal semantic reference spaces From: Rob Lemmens, Gilles Falquet, Stefano

ENERGIC VGI Ontology Cleaned keyword list

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Page 12: Towards Linked Data and ontology development for the ...pmooney/LinkVGI2016/Lemmens... · Informal and formal semantic reference spaces From: Rob Lemmens, Gilles Falquet, Stefano

From key terms to organized concepts

remove single-word terms (e.g. ajax) normalize the terms (replace "of", "ing" forms) remove n-word terms when the last word appears only once group the n-word terms under their last word

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content

user_generated_content

subClassOf

referenced_content

georeferenced_content

self-produced_content

quality

spatial_data_quality

intrinsic_quality

air_quality

etc.

subClassOf

Thing

2000 -> 700 classes

700 -> 120 classes

Page 13: Towards Linked Data and ontology development for the ...pmooney/LinkVGI2016/Lemmens... · Informal and formal semantic reference spaces From: Rob Lemmens, Gilles Falquet, Stefano

From key terms to organized concepts

align with WordNet concepts add common superclasses from WordNet

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attribute

accuracyconsistency

heterogeneity

activity

extractionobservation

...

....

Thing

method

crowdsourcing.

mining.

WordNet120 -> ~40 classes

Page 14: Towards Linked Data and ontology development for the ...pmooney/LinkVGI2016/Lemmens... · Informal and formal semantic reference spaces From: Rob Lemmens, Gilles Falquet, Stefano

ENERGIC VGI Ontology Collaborative editing with WebProtege

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Page 15: Towards Linked Data and ontology development for the ...pmooney/LinkVGI2016/Lemmens... · Informal and formal semantic reference spaces From: Rob Lemmens, Gilles Falquet, Stefano

ENERGIC VGI Ontology Instantiation with yEd graph editor

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Page 16: Towards Linked Data and ontology development for the ...pmooney/LinkVGI2016/Lemmens... · Informal and formal semantic reference spaces From: Rob Lemmens, Gilles Falquet, Stefano

From E-R diagrams to RDF

...

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Page 17: Towards Linked Data and ontology development for the ...pmooney/LinkVGI2016/Lemmens... · Informal and formal semantic reference spaces From: Rob Lemmens, Gilles Falquet, Stefano

Linked Open Data cloud

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Page 18: Towards Linked Data and ontology development for the ...pmooney/LinkVGI2016/Lemmens... · Informal and formal semantic reference spaces From: Rob Lemmens, Gilles Falquet, Stefano

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Visualization with WebVOWL

Page 19: Towards Linked Data and ontology development for the ...pmooney/LinkVGI2016/Lemmens... · Informal and formal semantic reference spaces From: Rob Lemmens, Gilles Falquet, Stefano

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Visualization with AllegroGraph - Gruff

Page 20: Towards Linked Data and ontology development for the ...pmooney/LinkVGI2016/Lemmens... · Informal and formal semantic reference spaces From: Rob Lemmens, Gilles Falquet, Stefano

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Exploratory querying with Linked Data

Page 21: Towards Linked Data and ontology development for the ...pmooney/LinkVGI2016/Lemmens... · Informal and formal semantic reference spaces From: Rob Lemmens, Gilles Falquet, Stefano

ENERGIC Datathon - http://vgibox.eu/Demonstrate the potential of transformations of data to knowledge: Challenges:

1. Analyse spatio-temporal VGI sources (Telecom, Tourist, Transport) with other VGI and authoritative data

2. Expanding and test ENERGIC ontologya. Create relevant VGI system descriptions and detailed VGI publication

references based on the ENERGIC ontology and publish these descriptions online.

b. Create and execute (Geo)SPARQL queries.3. Align the ENERGIC ontology with other ontologies, such as Geonames,

OSM and DBPedia -> create a triple store execute (Geo)SPARQL queries.4. Triplify VGI and connect to other Linked Data.

Input: VGI ontology and other ontologies, VGI sources Deliverable (31 July 2016): Report and recorded pitch on results,

sources, methods, novelty. Prize: Trip to the final COST Energic meeting in London on 12-13

October 2016.

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Page 22: Towards Linked Data and ontology development for the ...pmooney/LinkVGI2016/Lemmens... · Informal and formal semantic reference spaces From: Rob Lemmens, Gilles Falquet, Stefano

VGI Reuse

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Page 23: Towards Linked Data and ontology development for the ...pmooney/LinkVGI2016/Lemmens... · Informal and formal semantic reference spaces From: Rob Lemmens, Gilles Falquet, Stefano

VGI Reuse

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Findable Downloadable/Scrapable

Available via webservice or API

Semantically enriched with VGI ontology

Metadata is aggregated via a VGI portal

* ** *** ****

Page 24: Towards Linked Data and ontology development for the ...pmooney/LinkVGI2016/Lemmens... · Informal and formal semantic reference spaces From: Rob Lemmens, Gilles Falquet, Stefano

AGILE Link-VGI workshop, Helsinki 14 June 2016

Towards Linked Data and ontology development for the semantic enrichment of volunteered geo-informationRob Lemmens

University of Twente, Faculty of Geo-Information Science and Earth Observation (ITC)Enschede, The [email protected]

24

Gilles Falquet, Claudine Métral

University of Geneva, Faculty of economics and social sciences, Geneva, Switzerland {Gilles.Falquet; claudine.metral}@unige.ch

Page 25: Towards Linked Data and ontology development for the ...pmooney/LinkVGI2016/Lemmens... · Informal and formal semantic reference spaces From: Rob Lemmens, Gilles Falquet, Stefano

hasPart

hasColor

hasParthasFunction

house_1

living_room_4

house_6

blue

room_3

sleeping

Instances live in classes

bedroom_22

House Roomred

Color

yellow

eating

working

Activity

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Page 26: Towards Linked Data and ontology development for the ...pmooney/LinkVGI2016/Lemmens... · Informal and formal semantic reference spaces From: Rob Lemmens, Gilles Falquet, Stefano

hasPart

hasColor

hasParthasFunction

House--------house_1

Room------living_room_4

House--------house_6

Color--------blue

Room------room_3

Activity------sleeping

Another notation

Room------bedroom_22

Color------red

Color------yellow

Activity------eating

Activity------working

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Page 27: Towards Linked Data and ontology development for the ...pmooney/LinkVGI2016/Lemmens... · Informal and formal semantic reference spaces From: Rob Lemmens, Gilles Falquet, Stefano

Classes form an inclusion hierarchy

Activity

Sport

Outdoor Sport

subClassOf

subClassOf

Thing

subClassOf

football

sleeping

hiking

thinking

drinking

Activity

SportArtistic Activity

subClassOf

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Page 28: Towards Linked Data and ontology development for the ...pmooney/LinkVGI2016/Lemmens... · Informal and formal semantic reference spaces From: Rob Lemmens, Gilles Falquet, Stefano

Individuals and classes reside at different, clearly separated, levels

Activity

Sport

Outdoor Sport

subClassOf

subClassOf

skiing

type

CLASSES

INSTANCEShandball

type

a difficult ontology design decision:where to put this limit?

type

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Page 29: Towards Linked Data and ontology development for the ...pmooney/LinkVGI2016/Lemmens... · Informal and formal semantic reference spaces From: Rob Lemmens, Gilles Falquet, Stefano

2

Usability analysis

Page 30: Towards Linked Data and ontology development for the ...pmooney/LinkVGI2016/Lemmens... · Informal and formal semantic reference spaces From: Rob Lemmens, Gilles Falquet, Stefano

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Usability analysis