کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
4944710 1438008 2017 34 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Generating automatic linguistic descriptions with big data
ترجمه فارسی عنوان
تولید توصیف زبان خودکار با داده های بزرگ
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر هوش مصنوعی
چکیده انگلیسی
In highly connected world, the volume and variety of data is growing and growing. The Big Data era opens new challenges to address. Dealing with Big Data, we have identified and analyzed seven issues: (1) scalability, (2) efficient processing, (3) incomplete and inaccurate data, (4) specific domains, (5) relevance of information, (6) levels of detail, and (7) intuitive and effective knowledge representation. The analysis reveals that five of these issues are related to knowledge representation and human perception. Linguistic Descriptions of Complex Phenomena is a technology aimed to compute and generate linguistic reports customized to the user needs. In this paper, we present and describe an approach to Big Data based on this technology that faces the seven issues under study. Namely, we generate linguistic reports from Big Data that fulfill with the user requirements. To evaluate the generated linguistic reports we propose specific evaluation criteria based on the maxims of Grice. We illustrate the usefulness of the proposed solution by presenting a practical experiment based on the census data of the United States of America.
ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Information Sciences - Volume 380, 20 February 2017, Pages 12-30
نویسندگان
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