Extraction of ObjectProperty-UsageMethod Relation from Web Documents

Chaveevan Pechsiri, Sumran Phainoun and Rapeepun Piriyakul
Volume: 13, No: 5, Page: 1103 ~ 1125, Year: 2017
10.3745/JIPS.04.0046
Keywords: Medicinal Property, N-Word-Co, Semantic Relation, Usage-Method
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Abstract
This paper aims to extract an ObjectProperty-UsageMethod relation, in particular the HerbalMedicinalProperty- UsageMethod relation of the herb-plant object, as a semantic relation between two related sets, a herbal- medicinal-property concept set and a usage-method concept set from several web documents. This HerbalMedicinalProperty-UsageMethod relation benefits people by providing an alternative treatment/solution knowledge to health problems. The research includes three main problems: how to determine EDU (where EDU is an elementary discourse unit or a simple sentence/clause) with a medicinal-property/usage-method concept; how to determine the usage-method boundary; and how to determine the HerbalMedicinalProperty- UsageMethod relation between the two related sets. We propose using N-Word-Co on the verb phrase with the medicinal-property/usage-method concept to solve the first and second problems where the N-Word-Co size is determined by the learning of maximum entropy, support vector machine, and nai?ve Bayes. We also apply nai?ve Bayes to solve the third problem of determining the HerbalMedicinalProperty-UsageMethod relation with N-Word-Co elements as features. The research results can provide high precision in the HerbalMedicinalProperty-UsageMethod relation extraction.

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Cite this article
IEEE Style
Chaveevan Pechsiri, Sumran Phainoun, and Rapeepun Piriyakul, "Extraction of ObjectProperty-UsageMethod Relation from Web Documents," Journal of Information Processing Systems, vol. 13, no. 5, pp. 1103~1125, 2017. DOI: 10.3745/JIPS.04.0046.

ACM Style
Chaveevan Pechsiri, Sumran Phainoun, and Rapeepun Piriyakul, "Extraction of ObjectProperty-UsageMethod Relation from Web Documents," Journal of Information Processing Systems, 13, 5, (2017), 1103~1125. DOI: 10.3745/JIPS.04.0046.