Visualization and Online Analytical Processing for IR Systems: A Case Study on CS Research Papers Search
碩士 === 國立中央大學 === 資訊工程學系碩士在職專班 === 98 === Information overload is an increasing problem which often causes inefficiency. Take junior graduates as an example, searching good research papers can take a lot of time. Existing retrieval systems often display search results based on some internal ranking...
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ndltd-TW-098NCU053921122016-04-20T04:18:01Z http://ndltd.ncl.edu.tw/handle/63887329387383322174 Visualization and Online Analytical Processing for IR Systems: A Case Study on CS Research Papers Search 資料搜尋系統視覺化與多維度分析之設計:以資訊工程研究論文檢索系統為例 Li-ren Pan 潘立人 碩士 國立中央大學 資訊工程學系碩士在職專班 98 Information overload is an increasing problem which often causes inefficiency. Take junior graduates as an example, searching good research papers can take a lot of time. Existing retrieval systems often display search results based on some internal ranking score. In this paper, we propose the integration of information extraction with OLAP (online analytical processing) and visualization technique to achieve interactive search experience. We define two extraction targets: application environment (AE) and involved method/technique (MT) as the basic elements that define the research problem and the contribution of a paper. Both manually constructed rules and machine learning based approaches are applied to compared the performances. The experimental results on 500 titles show that AE has an F-measure of 0.73 while MT has an F-measure of 0.6. With the extracted application environment and involved method/technology, users can then use visualization and OLAP tool to get a better view of the search results. Chia-Hui Chang 張嘉惠 2010 學位論文 ; thesis 43 zh-TW |
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碩士 === 國立中央大學 === 資訊工程學系碩士在職專班 === 98 === Information overload is an increasing problem which often causes inefficiency. Take junior graduates as an example, searching good research papers can take a lot of time. Existing retrieval systems often display search results based on some internal ranking score. In this paper, we propose the integration of information extraction with OLAP (online analytical processing) and visualization technique to achieve interactive search experience. We define two extraction targets: application environment (AE) and involved method/technique (MT) as the basic elements that define the research problem and the contribution of a paper. Both manually constructed rules and machine learning based approaches are applied to compared the performances. The experimental results on 500 titles show that AE has an F-measure of 0.73 while MT has an F-measure of 0.6. With the extracted application environment and involved method/technology, users can then use visualization and OLAP tool to get a better view of the search results.
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Chia-Hui Chang |
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Chia-Hui Chang Li-ren Pan 潘立人 |
author |
Li-ren Pan 潘立人 |
spellingShingle |
Li-ren Pan 潘立人 Visualization and Online Analytical Processing for IR Systems: A Case Study on CS Research Papers Search |
author_sort |
Li-ren Pan |
title |
Visualization and Online Analytical Processing for IR Systems: A Case Study on CS Research Papers Search |
title_short |
Visualization and Online Analytical Processing for IR Systems: A Case Study on CS Research Papers Search |
title_full |
Visualization and Online Analytical Processing for IR Systems: A Case Study on CS Research Papers Search |
title_fullStr |
Visualization and Online Analytical Processing for IR Systems: A Case Study on CS Research Papers Search |
title_full_unstemmed |
Visualization and Online Analytical Processing for IR Systems: A Case Study on CS Research Papers Search |
title_sort |
visualization and online analytical processing for ir systems: a case study on cs research papers search |
publishDate |
2010 |
url |
http://ndltd.ncl.edu.tw/handle/63887329387383322174 |
work_keys_str_mv |
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