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題名:近5年信息檢索的研究熱點與發展趨勢綜述--基於相關會議論文的分析
書刊名:數據分析與知識發現
作者:楊超凡鄧仲華彭鑫劉斌
出版日期:2017
卷期:2017(7)
頁次:35-43
主題關鍵詞:信息檢索會議論文研究熱點發展趨勢Information retrievalConference papersResearch hotspotsDevelopment trends
原始連結:連回原系統網址new window
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  • 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)
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  • 共同引用共同引用:0
  • 點閱點閱:3
【目的】統計近5年相關會議集收錄的論文,分析信息檢索的研究熱點與發展趨勢。【文獻范圍】檢索2012年–2016年ACL、ACMMM、ICML、KDD、SIGIR等5個信息檢索領域的相關會議集收錄的論文。【方法】使用爬蟲軟件獲取5個相關會議收錄的論文的摘要和關鍵詞,并利用分詞工具對其處理,進行統計分析和文獻研究。【結果】發現目前信息檢索中移動搜索是主流;檢索模型不斷優化;注重過濾和推薦;與人工智能關系密切,用戶隱私以及醫療健康也是信息檢索重點關注的內容。【局限】僅采集論文的摘要和關鍵詞數據,未進行全文內容以及引文的分析。【結論】反映目前信息檢索的大致發展狀況,為其他學者開展新的研究提供借鑒和參考。
[Objective] This paper reviews conference papers on information retrieval, aiming to identify the research hotspots and development trends in this field. [Coverage] Papers published by ACL, ACMMM, ICML, KDD, and SIGIR from 2012 to 2016. [Methods] We first collected these papers' abstracts and keywords to process them with word segmentation package. Then, we analyzed these data with statistic tests. [Results] We found that mobile search was the most popular topic and the information retrieval models had been optimized. Filtering and recommending received more attention from the researchers. Information retrieval studies established close ties with artificial intelligence. User's privacy protection and health information retrieval were also popular. [Limitations] Only collected the abstracts and keywords. More research is needed to study the full texts and citations. [Conclusions] This paper presents the latest developments of information retrieval research.
期刊論文
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會議論文
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學位論文
1.任磊(2012)。推薦系統關鍵技術研究(博士論文)。華東師範大學,上海。  延伸查詢new window
 
 
 
 
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