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An Automatic Document Classification System to Support Project-Based Learning Process in Engineering Education: A Case of Industrial Engineering

机译:一种支持基于项目的工程教育学习过程的自动文档分类系统 - 以工业工程为例

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摘要

The use of project-based learning (PBL) has increased in most of engineering schools, and many engineering students now carry out capstone design projects as a form of student-directed learning. Although colleges have provided enormous numbers of references through on-and off-library,students have still a lot of difficulties in utilizing such information and spend much time to verify the information that they should use and whether necessary information is contained. As such, we have developed an automatic document classification system (ADCS) that functions as the coreof a knowledge management system (KMS). The ADCS classifies documents that are similar according to representative terms by using an unsupervised learning method, and they provide integrated search and categorized search. This system is expected to provide students who are having difficultyin PBL environment and improve their search accuracy in large quantities of materials.
机译:在大多数工程学校,使用基于项目的学习(PBL)的使用,许多工程学生现在将Capstone Design项目作为一种学生导向的学习形式进行。 虽然大学通过ov-off-off-off-off-off-off-off-off-off-off-off-off,但在利用这些信息并花费很多时间来验证他们应该使用的信息以及是否包含必要信息的信息,但学生仍然存在很大的困难。 因此,我们开发了一种自动文档分类系统(ADC),其用作知识管理系统(KMS)的内核。 ADCS通过使用无监督的学习方法对根据代表性术语进行分类的文档,并提供集成的搜索和分类搜索。 该系统预计将为学生提供困难的PBL环境,并以大量的材料提高他们的搜索精度。

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