کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
4493311 1318621 2016 18 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Developing a Why–How Question Answering system on community web boards with a causality graph including procedural knowledge
ترجمه فارسی عنوان
چگونه یک سیستم پرسش و پاسخ را بر روی صفحات وب جامعه با یک نمودار علیت از جمله دانش رویه ای بسازیم؟
موضوعات مرتبط
علوم زیستی و بیوفناوری علوم کشاورزی و بیولوژیک علوم کشاورزی و بیولوژیک (عمومی)
چکیده انگلیسی

The research aims to develop an automatic Question Answering system, in particular Why and How questions, on community web-boards to support ordinary people in preliminary diagnosis and problem solving, such as plant disease problems. The research includes two main problems: Why and How question identification and Why and How answer determination, where Why and How questions are based on explanations. Therefore, the research applies machine learning techniques for question type identification. We also propose an integrated causality graph with extracted procedural knowledge from text to determine the visualized answers based on the information retrieval technique. The experiment shows the Question Answering system can achieve answers at Rank 1 with 91.1% and 88.9% correctness for Why questions and How questions, respectively.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Information Processing in Agriculture - Volume 3, Issue 1, March 2016, Pages 36–53
نویسندگان
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