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題名 建構人脈社會網絡人才推薦系統之研究-以某國立大學EMBA人才庫為例
Social network-based specialist recommendation system- a case of national university EMBA datebase
作者 呂春美
Lu, Chun-Mei
貢獻者 楊建民
呂春美
Lu, Chun-Mei
關鍵詞 社會網絡
距離相似度
專業輪廓
人才推薦系統
關聯路徑
Social Network
Similarity
Professional Profile
Specialist Recommendation System
Social Network Path
日期 2010
上傳時間 5-Oct-2011 14:32:40 (UTC+8)
摘要 根據2010年人力銀行調查54%的尋找人才是以「工作分析」為主要依據,可見人才的遴選仍以經歷為主要因素。而近年來社會網絡與推薦系統普為應用於人才之找尋。
本研究實際以某國立大學EMBA學員資料,以同學與同事關係建置一個人脈社會網絡之人才推薦系統。本系統能依據使用者所輸入之人才搜尋條件,藉由距離相似度之運算,找出最接近的所需人才,並依距離相似度排序。其次,本系統可由各成員學歷,工作經歷所在之產業別,以及在組織中任職之功能別,來呈現人才之專業輪廓(Professional Profile),以作為決策者在遴選人才之依據。並提供所有關係路徑,以利使用者可進一步的諮詢路徑上成員對於推薦人選之評價。
本研究針對該校EMBA學員共計2,121人,應用資料探勘中群集分析建立推薦系統,有別於一般以關鍵字比對的搜尋方式,能找出與使用者需求條件相似度高的人才;並藉由人脈社會網路路徑,幫助使用者藉由自身的人脈評估推薦的結果。最後,本研究並提出結論、建議以及未來研究方向。
Abstract
According to the Job Bank survey in 2010, about 54% recruiters who search for specialist is mainly based on job analysis. This research is based on Social Network and Rcommendation system to build a relationship between the students and the colleagues with the personnel social network contacts, thus, a specialist recommendation system is constructed. First the system can compute the dissimilarity between the conditions users input and the background of people, find out the closest result required by sorting of similarity. Secondly, the professional profiles is established by the education background and work experiences (contain the various industries and position type), to serve as the basis for decision-makers in the selection of specialist. Besides, they can also inquire people from social network path for further appraisals of the candidate.
The research is based on EMBA students totaled 2121 people, applying cluster analysis of data mining to build up the recommendation system, opposite to using key-word matching as a way to search people. Thus, the study can find the highest similar conditions demand of input. Via the associated social networks paths, to help users identify and use their own network to assess the recommend candidates.
Finally, this study proposes conclusions, recommendations and future research directions.


Keywords: Social Network , Similarity , Professional Profile , Specialist Recommendation System , Social Network Path
參考文獻 中文部份
1. 任慶宗(2003),集團企業子公司之綜效利益與彈性限制-網絡觀點,國立政治大學企業管理研究所博士論文。
2. 呂春美、楊建民、蔡承翰(2009) ,建構人脈關聯社會網絡人才推薦系統之研究-以
某國立大學EMBA人才庫為例。IMP2009資訊管理暨實務研討會論文P79。
3. 施淑惠(2000) ,人際網路對電腦態度之影響-以台北市政府基層公務員為例。元智
大學資訊社會學研究所碩士論文,未出版,桃園。
4. 張火燦、劉淑寧(2002) ,「從社會網絡理論探討員工知識分享」,人力資源管理學報,秋季號,第二卷,第三期,第101-113 頁。
5. 經濟部商業司公司登記,http://gcis.nat.gov.tw/open_system_1.htm.
6. 羅家德、朱慶忠(2004),「人際網絡結構因素對工作滿足之影響」,中山管理評論,第十二卷第四期,第795-823 頁。
英文部份
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描述 碩士
國立政治大學
資訊管理研究所
96356006
99
資料來源 http://thesis.lib.nccu.edu.tw/record/#G0096356006
資料類型 thesis
dc.contributor.advisor 楊建民zh_TW
dc.contributor.author (Authors) 呂春美zh_TW
dc.contributor.author (Authors) Lu, Chun-Meien_US
dc.creator (作者) 呂春美zh_TW
dc.creator (作者) Lu, Chun-Meien_US
dc.date (日期) 2010en_US
dc.date.accessioned 5-Oct-2011 14:32:40 (UTC+8)-
dc.date.available 5-Oct-2011 14:32:40 (UTC+8)-
dc.date.issued (上傳時間) 5-Oct-2011 14:32:40 (UTC+8)-
dc.identifier (Other Identifiers) G0096356006en_US
dc.identifier.uri (URI) http://nccur.lib.nccu.edu.tw/handle/140.119/51209-
dc.description (描述) 碩士zh_TW
dc.description (描述) 國立政治大學zh_TW
dc.description (描述) 資訊管理研究所zh_TW
dc.description (描述) 96356006zh_TW
dc.description (描述) 99zh_TW
dc.description.abstract (摘要) 根據2010年人力銀行調查54%的尋找人才是以「工作分析」為主要依據,可見人才的遴選仍以經歷為主要因素。而近年來社會網絡與推薦系統普為應用於人才之找尋。
本研究實際以某國立大學EMBA學員資料,以同學與同事關係建置一個人脈社會網絡之人才推薦系統。本系統能依據使用者所輸入之人才搜尋條件,藉由距離相似度之運算,找出最接近的所需人才,並依距離相似度排序。其次,本系統可由各成員學歷,工作經歷所在之產業別,以及在組織中任職之功能別,來呈現人才之專業輪廓(Professional Profile),以作為決策者在遴選人才之依據。並提供所有關係路徑,以利使用者可進一步的諮詢路徑上成員對於推薦人選之評價。
本研究針對該校EMBA學員共計2,121人,應用資料探勘中群集分析建立推薦系統,有別於一般以關鍵字比對的搜尋方式,能找出與使用者需求條件相似度高的人才;並藉由人脈社會網路路徑,幫助使用者藉由自身的人脈評估推薦的結果。最後,本研究並提出結論、建議以及未來研究方向。
zh_TW
dc.description.abstract (摘要) Abstract
According to the Job Bank survey in 2010, about 54% recruiters who search for specialist is mainly based on job analysis. This research is based on Social Network and Rcommendation system to build a relationship between the students and the colleagues with the personnel social network contacts, thus, a specialist recommendation system is constructed. First the system can compute the dissimilarity between the conditions users input and the background of people, find out the closest result required by sorting of similarity. Secondly, the professional profiles is established by the education background and work experiences (contain the various industries and position type), to serve as the basis for decision-makers in the selection of specialist. Besides, they can also inquire people from social network path for further appraisals of the candidate.
The research is based on EMBA students totaled 2121 people, applying cluster analysis of data mining to build up the recommendation system, opposite to using key-word matching as a way to search people. Thus, the study can find the highest similar conditions demand of input. Via the associated social networks paths, to help users identify and use their own network to assess the recommend candidates.
Finally, this study proposes conclusions, recommendations and future research directions.


Keywords: Social Network , Similarity , Professional Profile , Specialist Recommendation System , Social Network Path
en_US
dc.description.tableofcontents 目錄
圖目錄
表目錄
中文摘要
英文摘要
第一章 緒論 1
第一節 研究背景 1
第二節 研究動機 2
第三節 研究目的 4
第四節 論文架構 5
第二章 文獻探討 7
第一節 推薦系統之相關文獻探討 7
第二節 社會網絡相關理論與方法 21
第三節 資料探勘中的距離相似度計算 33
第三章 人脈社會網絡人才推薦模式與系統建構 37
第一節 人脈關聯人才推薦系統建構流程 37
第二節 人脈社會網絡人才推薦系統架構 40
第三節 系統建置環境與工具 57
第四章 某國立大學EMBA人才庫推薦系統雛型 58
第一節 人才推薦系統架構與尋才流程 58
第二節 人才推薦之專業輪廓評估屬性與計算說明 61
第三節 本研究人才推薦人脈社會網絡分析 68
第五章 系統展示說明 71
第一節 人脈社會網絡上的領域人才找尋流程 71
第二節 人才遴選情境 72
第三節 人才距離相似度排序 74
第四節 人才專業輪廓(Professional Profile) 76
第五節 人脈關聯網絡 78
第六節 人才專業輪廓實例說明 79
第六章 結論、建議與未來研究 81
第一節 研究結論 81
第二節 研究限制 83
第三節 未來研究方向 84
參考文獻 87
zh_TW
dc.language.iso en_US-
dc.source.uri (資料來源) http://thesis.lib.nccu.edu.tw/record/#G0096356006en_US
dc.subject (關鍵詞) 社會網絡zh_TW
dc.subject (關鍵詞) 距離相似度zh_TW
dc.subject (關鍵詞) 專業輪廓zh_TW
dc.subject (關鍵詞) 人才推薦系統zh_TW
dc.subject (關鍵詞) 關聯路徑zh_TW
dc.subject (關鍵詞) Social Networken_US
dc.subject (關鍵詞) Similarityen_US
dc.subject (關鍵詞) Professional Profileen_US
dc.subject (關鍵詞) Specialist Recommendation Systemen_US
dc.subject (關鍵詞) Social Network Pathen_US
dc.title (題名) 建構人脈社會網絡人才推薦系統之研究-以某國立大學EMBA人才庫為例zh_TW
dc.title (題名) Social network-based specialist recommendation system- a case of national university EMBA datebaseen_US
dc.type (資料類型) thesisen
dc.relation.reference (參考文獻) 中文部份zh_TW
dc.relation.reference (參考文獻) 1. 任慶宗(2003),集團企業子公司之綜效利益與彈性限制-網絡觀點,國立政治大學企業管理研究所博士論文。zh_TW
dc.relation.reference (參考文獻) 2. 呂春美、楊建民、蔡承翰(2009) ,建構人脈關聯社會網絡人才推薦系統之研究-以zh_TW
dc.relation.reference (參考文獻) 某國立大學EMBA人才庫為例。IMP2009資訊管理暨實務研討會論文P79。zh_TW
dc.relation.reference (參考文獻) 3. 施淑惠(2000) ,人際網路對電腦態度之影響-以台北市政府基層公務員為例。元智zh_TW
dc.relation.reference (參考文獻) 大學資訊社會學研究所碩士論文,未出版,桃園。zh_TW
dc.relation.reference (參考文獻) 4. 張火燦、劉淑寧(2002) ,「從社會網絡理論探討員工知識分享」,人力資源管理學報,秋季號,第二卷,第三期,第101-113 頁。zh_TW
dc.relation.reference (參考文獻) 5. 經濟部商業司公司登記,http://gcis.nat.gov.tw/open_system_1.htm.zh_TW
dc.relation.reference (參考文獻) 6. 羅家德、朱慶忠(2004),「人際網絡結構因素對工作滿足之影響」,中山管理評論,第十二卷第四期,第795-823 頁。zh_TW
dc.relation.reference (參考文獻) 英文部份zh_TW
dc.relation.reference (參考文獻) 1. Alston, (1989). International Organization, Donnelly, Universal Human Rights in Theory and Practice. New York. 37(3), 547-550.zh_TW
dc.relation.reference (參考文獻) 2. Andrews, Steven; Basler, Carleen; Coller, Xavier: Organizational Structures, Cultures and Identities Overlaps & Divergences In: Research in the Sociology of Organizations, 16. Jg. (1999), S. 213-235.zh_TW
dc.relation.reference (參考文獻) 3. Balabanovic, M. and Shoham, Y., “Fab: Content-based, Collaborative Recommendation,” Communications of the ACM, Vol. 40, No.3, (1997), pp. 66-72zh_TW
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