學術研討會資訊推薦系統建置

鑒於學術研究者對於未來學術研討會的資訊需求迫切，希望能建置一個收集並推薦這方面資訊的系統，將即時、正確的資訊提供給研究者。本研究設計實做一個以內容導向式(content-based approach)的推薦系統(Scholarship Conference Information Recommend System)SCIRS，基於過去學者曾參與研討會資訊，利用文字探勘(text mining)及網頁探勘(web mining)的技術，搜尋網路上將舉辦的研討會資訊，篩選相關的資訊，搜尋相關度高的研討會資訊，作為推薦的標的。本推薦系統除了使用Apache Lucene開發的全文檢索引擎，並結合自動化程式，定時擷取網路上研討會新資訊，檢索相關資訊再提供給學術研究者，提供一個便捷的取得研討會資訊管道。

關鍵字

內容式推薦系統；文字探勘；網頁探勘；全文檢索； Apache Lucene 檢索程式庫

並列摘要

In light of urgent demands on future conference information required by researchers, this study aims to design and implement a system which can collect accurate and timely information for them and meet their requirements. By reviewing related literature, this study built SCIRS (Scholarship Conference Information Recommendation System) in terms of content-based approach. The developed system adopts the text mining and web mining techniques to search the conference information which will held in the near future and relevant to their research fields. Therefore, it could help researchers to filter and index related information as recommendation. In addition to the context-search engine developed by Apache Lucene, the developed system also integrates the automated update engine which will access the Internet and update conference information into the SCIRS on schedule. We hope that SCIRS could provide researchers with a simple and efficient way to acquire conference information.

並列關鍵字

Content recommender ； text mining ； text mining ； full-text search ； Apache Lucene retrieval library

參考文獻

李俊宏與張興亞（2007），『一個以 Ontology 為基礎的 Web-Mining 技術應用於供應鏈競爭分析之研究』，電子商務學報，9(3)，435-460.

李麗華、李富民、詹尚驥、周裕健（2009），『以學術部落格為主之個人化推薦系統』，資訊科技國際期刊（IJAIT），3(3)，56-75.

Adomavicius, G., & Tuzhilin, A. (2005). Toward the next generation of recommender systems: A survey of the state-of-the-art and possible extensions. Knowledge and Data Engineering, IEEE Transactions on, 17(6), 734-749.

Cappella, J. N., Yang, S., & Lee, S. (2015). Constructing Recommendation Systems for Effective Health Messages Using Content, Collaborative, and Hybrid Algorithms. The ANNALS of the American Academy of Political and Social Science, 659(1), 290-306.

Goldberg, D., Nichols, D., Oki, B. M., & Terry, D. (1992). Using collaborative filtering to weave an information tapestry. Communications of the ACM, 35(12), 61-70.

國際替代計量

學術研討會資訊推薦系統建置

全文下載

主題瀏覽