TY - GEN
T1 - A controlled crowdsourcing approach for practical ontology extensions and metadata annotations
AU - Gil, Yolanda
AU - Garijo, Daniel
AU - Ratnakar, Varun
AU - Khider, Deborah
AU - Emile-Geay, Julien
AU - McKay, Nicholas
N1 - Publisher Copyright:
© Springer International Publishing AG 2017.
PY - 2017
Y1 - 2017
N2 - Traditional approaches to ontology development have a large lapse between the time when a user using the ontology has found a need to extend it and the time when it does get extended. For scientists, this delay can be weeks or months and can be a significant barrier for adoption. We present a new approach to ontology development and data annotation enabling users to add new metadata properties on the fly as they describe their datasets, creating terms that can be immediately adopted by others and eventually become standardized. This approach combines a traditional, consensus-based approach to ontology development, and a crowdsourced approach where expert users (the crowd) can dynamically add terms as needed to support their work. We have implemented this approach as a socio-technical system that includes: (1) a crowdsourcing platform to support metadata annotation and addition of new terms, (2) a range of social editorial processes to make standardization decisions for those new terms, and (3) a framework for ontology revision and updates to the metadata created with the previous version of the ontology. We present a prototype implementation for the Paleoclimate community, the Linked Earth Framework, currently containing 700 datasets and engaging over 50 active contributors. Users exploit the platform to do science while extending the metadata vocabulary, thereby producing useful and practical metadata.
AB - Traditional approaches to ontology development have a large lapse between the time when a user using the ontology has found a need to extend it and the time when it does get extended. For scientists, this delay can be weeks or months and can be a significant barrier for adoption. We present a new approach to ontology development and data annotation enabling users to add new metadata properties on the fly as they describe their datasets, creating terms that can be immediately adopted by others and eventually become standardized. This approach combines a traditional, consensus-based approach to ontology development, and a crowdsourced approach where expert users (the crowd) can dynamically add terms as needed to support their work. We have implemented this approach as a socio-technical system that includes: (1) a crowdsourcing platform to support metadata annotation and addition of new terms, (2) a range of social editorial processes to make standardization decisions for those new terms, and (3) a framework for ontology revision and updates to the metadata created with the previous version of the ontology. We present a prototype implementation for the Paleoclimate community, the Linked Earth Framework, currently containing 700 datasets and engaging over 50 active contributors. Users exploit the platform to do science while extending the metadata vocabulary, thereby producing useful and practical metadata.
KW - Collaborative ontology engineering
KW - Crowdsourcing
KW - Incremental vocabulary development
KW - Metadata
KW - Semantic science
KW - Semantic wiki
UR - http://www.scopus.com/inward/record.url?scp=85032199650&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85032199650&partnerID=8YFLogxK
U2 - 10.1007/978-3-319-68204-4_24
DO - 10.1007/978-3-319-68204-4_24
M3 - Conference contribution
AN - SCOPUS:85032199650
SN - 9783319682037
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 231
EP - 246
BT - The Semantic Web – ISWC 2017 - 16th International Semantic Web Conference, Proceedings
A2 - Fernandez, Miriam
A2 - d’Amato, Claudia
A2 - Tamma, Valentina
A2 - Cudre-Mauroux, Philippe
A2 - Lecue, Freddy
A2 - Lange, Christoph
A2 - Sequeda, Juan
A2 - Heflin, Jeff
PB - Springer-Verlag
T2 - 16th International Semantic Web Conference, ISWC 2017
Y2 - 21 October 2017 through 25 October 2017
ER -