Designing Semiautomatic System in Ontology Structure by Co-occurrence Word Analysis and C-value Method (Case Study: The Field of Scientometrics of Iran)

Abstract:
Ontologies are the means of expression of formal concepts and relations in the specific regions. It have recently tried to design the learning methods and automation process of constructing of Ontology. Whereas Ontology containing concepts and the relations, extracting of concepts, the semantic relations among concept are important.
Constructing of various Ontology for various regions and different applications are expensive and time-consuming processe. Automation of this prose is important step. The lack of knowledge such as treasures or database of knowledge domains, will make it difficult to gain knowledge of ontology in different domains.
in present study a semi-automatic method was suggested in order to gain knowledge in the Iran scinetometrics domains. this method can extract information of this domain and processing exiting knowledge for constricting Ontology in a proses., therefore, at first, the documents of Domain were collected and then automated indexing by text mining
methods. text maing then, it was in the next step by using C-value method, main oncepts were extract., than by using k-means clustering, relater documents were clustered, and based on TF-IDF method, main concepts were estrect for each cluster. Finally by using co-word analyses the hierarchy of concepts were extract and related ontology were construct. The results showed that this method in compare with other has had a lot accuracy in ontology building learning.
Language:
Persian
Published:
Journal of Information Processing and Management, Volume:33 Issue: 1, 2018
Pages:
187 to 216
magiran.com/p1779225  
دانلود و مطالعه متن این مقاله با یکی از روشهای زیر امکان پذیر است:
اشتراک شخصی
با عضویت و پرداخت آنلاین حق اشتراک یک‌ساله به مبلغ 1,390,000ريال می‌توانید 70 عنوان مطلب دانلود کنید!
اشتراک سازمانی
به کتابخانه دانشگاه یا محل کار خود پیشنهاد کنید تا اشتراک سازمانی این پایگاه را برای دسترسی نامحدود همه کاربران به متن مطالب تهیه نمایند!
توجه!
  • حق عضویت دریافتی صرف حمایت از نشریات عضو و نگهداری، تکمیل و توسعه مگیران می‌شود.
  • پرداخت حق اشتراک و دانلود مقالات اجازه بازنشر آن در سایر رسانه‌های چاپی و دیجیتال را به کاربر نمی‌دهد.
In order to view content subscription is required

Personal subscription
Subscribe magiran.com for 70 € euros via PayPal and download 70 articles during a year.
Organization subscription
Please contact us to subscribe your university or library for unlimited access!