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篇名
Opinion Target Extraction for Student Course Feedback
並列篇名
Opinion Target Extraction for Student Course Feedback
作者 Janaka Chathuranga (Janaka Chathuranga)Shanika Ediriweera (Shanika Ediriweera)Pranidhith Munasinghe (Pranidhith Munasinghe)Ravindu Hasantha (Ravindu Hasantha)Surangika Ranathunga (Surangika Ranathunga)
英文摘要
Student feedback is an essential part of the instructor - student relationship. Traditionally student feedback is manually summarized by instructors, which is time consuming. Automatic student feedback summarization provides a potential solution to this. For summarizing student feedback, first, the opinion targets should be identified and extracted. In this context, opinion targets such as“lecture slides”,“teaching style”are the important key points in the feedback that the students have shown their sentiment towards. In this paper, we focus on the opinion target extraction task of general student feedback. We model this problem as an information extraction task and extract opinion targets using a Conditional Random Fields (CRF) classifier. Our results show that this classifier outperforms the state-of-the-art techniques for student feedback summarization.
起訖頁 295-307
關鍵詞 Student Feedback SummarizationOpinion target ExtractionConditional Random Fields
刊名 ROCLING論文集  
期數 2017 (2017期)
出版單位 中華民國計算語言學學會
該期刊-上一篇 以語音能量特性發展即時語速偵測裝置──前導型研究
該期刊-下一篇 Multi-Domain Aspect Extraction using Support Vector Machines
 

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