کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
397381 671185 2014 15 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Automatic case acquisition from texts for process-oriented case-based reasoning
ترجمه فارسی عنوان
گرفتن صورت خودکار از متون برای استدلال مبتنی بر پروسه گرا مبتنی بر مورد
کلمات کلیدی
گرفتن خودکار مورد، استخراج اطلاعات، پردازش زبان طبیعی، استدلال مبتنی بر پروسه گرا، استدلال مبتنی بر مورد متنی، تولید جریان کار
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر هوش مصنوعی
چکیده انگلیسی

This paper introduces a method for the automatic acquisition of a rich case representation from free text for process-oriented case-based reasoning. Case engineering is among the most complicated and costly tasks in implementing a case-based reasoning system. This is especially so for process-oriented case-based reasoning, where more expressive case representations are generally used and, in our opinion, actually required for satisfactory case adaptation. In this context, the ability to acquire cases automatically from procedural texts is a major step forward in order to reason on processes. We therefore detail a methodology that makes case acquisition from processes described as free text possible, with special attention given to assembly instruction texts. This methodology extends the techniques we used to extract actions from cooking recipes. We argue that techniques taken from natural language processing are required for this task, and that they give satisfactory results. An evaluation based on our implemented prototype extracting workflows from recipe texts is provided.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Information Systems - Volume 40, March 2014, Pages 153–167
نویسندگان
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