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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Main Authors: Li-ren Pan, 潘立人
Other Authors: Chia-Hui Chang
Format: Others
Language:zh-TW
Published: 2010
Online Access:http://ndltd.ncl.edu.tw/handle/63887329387383322174
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spelling 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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description 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.
author2 Chia-Hui Chang
author_facet 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
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