کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
383897 660836 2013 9 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Web mining based extraction of problem solution ideas
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر هوش مصنوعی
پیش نمایش صفحه اول مقاله
Web mining based extraction of problem solution ideas
چکیده انگلیسی

The internet is a valuable source of information where many ideas can be found dealing with different topics. A few numbers of ideas might be able to solve an existing problem. However, it is time-consuming to identify these ideas within the large amount of textual information in the internet. This paper introduces a new web mining approach that enables an automated identification of new technological ideas extracted from internet sources that are able to solve a given problem. It adapts and combines several existing approaches from literature: approaches that extract new technological ideas from a user given text, approaches that investigate the different idea characteristics in different technical domains, and multi-language web mining approaches. In contrast to previous work, the proposed approach enables the identification of problem solution ideas in the internet considering domain dependencies and language aspects. In a case study, new ideas are identified to solve existing technological problems as occurred in research and development (R&D) projects. This supports the process of research planning and technology development.


► Use web mining to extract relevant text patterns from the internet.
► Use assignment of extracted text patterns to domains.
► Identify idea characteristics in different domains.
► Use characteristics to classify text patterns as new technological ideas.
► Support planning of research and development (R&D).

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Expert Systems with Applications - Volume 40, Issue 10, August 2013, Pages 3961–3969
نویسندگان
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