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題名:應用資訊檢索技術於論文評閱者推薦模式之評估
書刊名:教育資料與圖書館學
作者:魏世杰羅欣瑜
作者(外文):Wei, Shih-chiehLuo, Hsin-yu
出版日期:2008
卷期:45:4
頁次:頁409-431
主題關鍵詞:向量空間模式論文表示方式評閱者推薦模式Vector space modelPaper representationReviewer recommendation
原始連結:連回原系統網址new window
相關次數:
  • 被引用次數被引用次數:期刊(0) 博士論文(0) 專書(0) 專書論文(0)
  • 排除自我引用排除自我引用:0
  • 共同引用共同引用:3
  • 點閱點閱:34
隨著傳統期刊逐漸採用電子形式出刊,也帶動投稿及評閱過程愈來愈多採用電子自動化之潮流。目前一般的線上投稿暨評閱系統雖然功能逐漸齊備,但仍少有推薦評閱者功能。為評估現有可推薦評閱者技術之表現,本文分別用標題、關鍵詞、摘要、全文4種不同長度的論文表示方式,搭配7種評閱者匹配法,其中包括向量空間模式下的4種相似度匹配法,及應用於OpenConf線上投稿系統中的3種主題式匹配法,交叉組合出4×7=28種推薦模式。測試結果顯示,向量空間模式匹配法優於主題式匹配法。又所有推薦模式中,以摘要為論文表示方式,搭配向量空間模式的餘弦相似度匹配法,其推薦效果最好。
As more e-journals appear and the e-review process becomes more popular, the demand for automatic recommendation of a good peer reviewer has been ever increasing. To automate the process of paper reviewer recommendation, this work evaluates four kinds of paper representations, which include full text, abstract, title, and author defined keywords. To match reviewers with papers, this work evaluates seven scoring methods including three topic-based methods from OpenConf, a popular online submission system with source, and four similarity-based methods from the vector space model of traditional information retrieval. The results of the 28 experiments show that recommendation methods based on the vector space model are better than the three topic-based methods of OpenConf in most document representations. Among them, the abstract paper representation combined with cosine similarity matching measure has the highest average precision.
期刊論文
1.邱炯友、李怡萍(20060300)。學術電子期刊編輯整合平臺市場與個案:以教育資料與圖書館學季刊為例。教育資料與圖書館學,43(3),327-345。new window  延伸查詢new window
2.邱炯友(20030300)。學術電子期刊同儕評閱之探析。教育資料與圖書館學,40(3),309-323。new window  延伸查詢new window
3.Salton, G.、Buckley, C.(1988)。Term-weighting approaches in automatic text retrieval。Information Processing & Management: an International Journal,24(5),513-523。  new window
4.Ware, M.(2005)。Online Submission and Peer Review Systems。Learned Publishing,18,245-250。  new window
5.Salton, G.、Buckley, C.(1988)。Term-weighting Approaches in Automatic Retrieval。Information Processing and Management,24(5),513-523。  new window
6.Hartvigsen, D.、Wei, J. C.(1999)。The Conference Paper-reviewer Assignment Problem。Decision Sciences,30(3),865-976。  new window
7.Ware, Mark(2005)。Online submission and peer review systems。Learned Publishing,18(4),245-250。  new window
8.Hartvigsen, David、Wei, Jerry C.(1999)。The Conference Paper-Reviewer Assignment Problem。Decision Sciences,30(3),865-876。  new window
會議論文
1.Mauro, N. D.、Basile, T. M. A.、Ferilli, S.(2005)。GRAPE: An Expert Review Assignment Component for Scientific Conference Management Systems。0。789-798。  new window
2.Dumais, S. T.、Nielsen, J.(1992)。Automating the Assignment of Submitted Manuscripts to Reviewers。0。233-244。  new window
3.Biswas, H. K.、Hasan, M. M.(2007)。Using Publications and Domain Knowledge to Build Research Profiles: An Application in Automatic Reviewer Assignment。0。82-86。  new window
4.Mimno, D.、McCallum, A.(2007)。Expertise Modeling for Matching Papers with Reviewers。0。500-509。  new window
5.Hettich, S.、Pazzani, M. J.(2006)。Mining for Proposal Reviewers: Lessons Learned at the National Science Foundation。0。862-871。  new window
6.Rigaux, P.(2004)。An Iterative Rating Method: Application to Web-based Conference Management。0。1682-1687。  new window
7.Biswas, Humayun Kabir、Hasan, Md Maruf(2007)。Using Publications and Domain Knowledge to Build Research Profile: An Application in Automatic Reviewer Assignment。Piscataway, NJ。82-86。  new window
8.Dumais, S. T.、Nielsen, J.(1992)。Automating the assignment of submitted manuscripts to reviewers。New York。233-244。  new window
9.Hettich, Seth、Pazzani, Michael J.(2006)。Mining for Proposal Reviewers: Lessons Learned at the National Science Foundation。New York。862-871。  new window
10.Mauro, Nicola Di、Basile, Teresa M.A.、Ferilli, Stefano(2005)。GRAPE: An Expert Review Assignment Component for Scientific Conference Management Systems。Berlin。789-798。  new window
11.Mimno, David M.、McCallum, Andrew(2007)。Expertise Modeling for Matching Papers with Reviewers。New York。500-509。  new window
12.Rigaux, Philippe(2004)。An Iterative Rating Method: Application to Web-Based Conference Management。New York。1682-1687。  new window
學位論文
1.顏玉茵(2004)。臺灣學術期刊電子化同儕評閱系統建構之評析,0。  延伸查詢new window
2.顏玉茵(2004)。臺灣學術期刊電子化同儕評閱系統建構之評析,嘉義。  延伸查詢new window
圖書
1.Baeza-Yates, R.、Ribeiro-Neto, B.(1999)。Modern information retrieval。Addison-Wesley。  new window
2.Salton, G.、McGill, M. J.(1989)。Introduction to Modern Information Retrieval。Introduction to Modern Information Retrieval。New York, NY。  new window
3.Salton, Gerard、McGill, Michael J.(1989)。Introduction to Modern Information Retrieval。Introduction to Modern Information Retrieval。New York。  new window
其他
1.OpenConf(1997)。The OpenConf Conference Management System,0。  new window
 
 
 
 
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