An automatic coding system with a three-grade confidence level corresponding to the national/international occupation and industry standard: Open to the public on the web

Kazuko Takahashi, Hirofumi Taki, Shunsuke Tanabe, Wei Li

研究成果: Conference contribution

抜粋

We develop a new automatic coding system with a three-grade confidence level corresponding to each of the national/international standard code sets for answers to open-ended questions regarding to respondent's occupation and industry in social surveys including a national census. The "occupation and industry coding" is a necessary task for statistical processing. However, this task requires a great deal of labor and time-consuming. In addition, inconsistent results occur if the coders are not experts of coding. In formal research, various automatic coding systems have been developed, which are incomplete and generally unfriendly to a non-developer user. Our new system assigns three candidate codes to an answer for coders by SVMs (Support Vector Machines), and attaches a three-grade confidence level to the first-ranked predicted code by using classification scores to support a manual check of the results. The system is now open to the public through the Website of the Social Science Japan Data Archive (SSJDA). After the submitted data file which followed the specified format is approved, the users can obtain files of codes for up to four kinds with a three-grade confidence level. In this paper, we describe our system and evaluate it.

元の言語English
ホスト出版物のタイトルKEOD 2014 - Proceedings of the International Conference on Knowledge Engineering and Ontology Development
編集者Joaquim Filipe, Joaquim Filipe, Jan Dietz, David Aveiro
出版者INSTICC Press
ページ369-375
ページ数7
ISBN(電子版)9789897580499
DOI
出版物ステータスPublished - 2014 1 1
イベント6th International Conference on Knowledge Engineering and Ontology Development, KEOD 2014 - Rome, Italy
継続期間: 2014 10 212014 10 24

出版物シリーズ

名前KEOD 2014 - Proceedings of the International Conference on Knowledge Engineering and Ontology Development

Conference

Conference6th International Conference on Knowledge Engineering and Ontology Development, KEOD 2014
Italy
Rome
期間14/10/2114/10/24

ASJC Scopus subject areas

  • Software
  • Information Systems

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  • これを引用

    Takahashi, K., Taki, H., Tanabe, S., & Li, W. (2014). An automatic coding system with a three-grade confidence level corresponding to the national/international occupation and industry standard: Open to the public on the web. : J. Filipe, J. Filipe, J. Dietz, & D. Aveiro (版), KEOD 2014 - Proceedings of the International Conference on Knowledge Engineering and Ontology Development (pp. 369-375). (KEOD 2014 - Proceedings of the International Conference on Knowledge Engineering and Ontology Development). INSTICC Press. https://doi.org/10.5220/0005131703690375