Responsive image
博碩士論文 etd-0726104-175130 詳細資訊
Title page for etd-0726104-175130
論文名稱
Title
應用層級分析程序支援行動電話推薦之研究
Applying Analytic Hierarchy Process to Mobile Phone Recommendation
系所名稱
Department
畢業學年期
Year, semester
語文別
Language
學位類別
Degree
頁數
Number of pages
78
研究生
Author
指導教授
Advisor
召集委員
Convenor
口試委員
Advisory Committee
口試日期
Date of Exam
2004-07-16
繳交日期
Date of Submission
2004-07-26
關鍵字
Keywords
層級分析程序、排序式推薦、推薦系統
Analytic Hierarchy Process, Recommendation system, Rank-based recommendation
統計
Statistics
本論文已被瀏覽 5878 次,被下載 4662
The thesis/dissertation has been browsed 5878 times, has been downloaded 4662 times.
中文摘要
隨著全球資訊網的日益普及,全球每天新網頁的增加數量約七百萬個,資料的大量複製、傳播與分享造成過量、品質低落和格式不一的資訊氾濫問題,如何協助使用者擷取關切的議題成為眾多學者研究對象。資訊的擷取主要包括搜尋及推薦方式,然而無論是何種方式大都是透過使用者歷史資料來找出使用者需求,且不會同時考慮影響決策結果的多個決策屬性,因此本研究以多準則決策中的層級分析程序來發展推薦系統。
層級分析程序具有模型單一、易於瞭解的特色,以階層式決策接近人類自然的思維來思考,並同時考慮所有影響決策的屬性,能夠對所有選擇方案進行全面評估且排出優先順序,使人們能夠在其目標下選擇一較佳的方案。此外,層級分析程序能夠將使用者的主觀意識藉由結構化的方式呈現出來,可以協助決策者作出更為理性且符合需求的判斷。本研究層級分析程序為基礎發展商品推薦系統,以期望能夠為使用者找出滿意度較高的商品。研究結果發現,以層級分析程序發展出的推薦系統所找出的產品確實比較符合使用者的需求而得到較高的滿意度;然而在系統操作上雖然滿意度不如排序方式高,但也在使用者認為滿意且可接受的範圍。
Abstract
With the extension of the World Wide Web, more than 7 million new pages being exploited each day, the problem of information overload due to a large number of coping, spreading and sharing causes the decreasing information quantity, diverse format of information and low quality of information. More researchers research what methods including search and recommendation can help users gather the critical topics. Whatever methods use historical purchasing or browsing data to find the proper information usually, can not considering all attributes affecting decision results. Therefore, the research uses Analytic Hierarchy Process belonging Multiple Critical Decision Theory to develop recommendation system.
Providing a single, easy understand model, using hierarchic structuring reflecting the nature tendency of the mind, considering all attributes affecting decision results, Analytic Hierarchy Process takes into consideration the relative priorities and select the best alternative. Furthermore, it can show the subjective consciousness of the user in a structure way and assist designer to determine a more rational and conformable judgment. Based on Analytic Hierarchy Process, the commerce recommendation system expects to help user to find more satisfactory merchandise. It is found that the recommendation system using Analytic Hierarchy Process finds the accurate products for user and gets the higher satisfaction. However, the operation satisfaction is not higher that rank-based but still in available and satisfaction scope.
目次 Table of Contents
第一章 緒論 1
第一節 研究背景 1
第二節 研究動機 3
第三節 研究目的 4
第四節 研究流程 5
第五節 論文架構 6
第二章 文獻探討 7
第一節 推薦系統 7
第二節 多準則決策制定 10
第三節 層級分析程序 12
第四節 系統滿意度 18
第三章 AHP-Based推薦系統之架構發展與實作 19
第一節 系統概述 19
第二節 AHP-based的推薦系統 21
第三節 建立層級結構 22
第四節 屬性正規劃 27
第五節 決策模式的建立 30
第四章 實證評估 33
第一節 研究模式與變數 33
第二節 研究假說 34
第三節 實驗設計 35
一、雛型系統架構 35
二、對照系統 36
三、實驗流程 38
四、實驗系統介面 39
五、實驗樣本 42
六、實驗環境 43
七、問卷設計 43
第四節 實驗前測 46
第五節 樣本基本資料敘述統計 47
第六節 信度與效度檢驗 49
第七節 假說檢定 52
第八節 假說檢定結果摘要 59
第六章 結論與建議 60
第一節 研究發現與討論 60
第二節 研究限制 62
第三節 研究貢獻 63
第四節 未來研究方向與建議 64
參考文獻 65
一、中文文獻 65
二、英文文獻 67
附錄一 專家問卷 73
附錄二 系統滿意度問卷 75
附錄三 系統程式碼 77
參考文獻 References
一、中文文獻
1. 吳萬益、林清河。企業研究方法。台北市:華泰。2000。
2. 林東清。資訊管理:e化企業的核心競爭能力。台北市:智勝。2002。
3. 梁定澎。決策支援系統與企業智慧。台北市:智勝。2002。
4. 梁定澎。電子商務:理論與實務。台北市:華泰。2000。
5. 劉賓陽。作業研究。台北市:三民。2000。
6. 王之怡。智慧型網路服務搜尋系統。私立中原大學資訊工程研究所碩士論文,桃園縣。民90。
7. 王如芬。電子商務中議價代理人讓步策略之研究。國立中山大學資訊管理研究所碩士論文,高雄市。民88。
8. 沈介宇。半導體設備採購評準決策之研究。國立交通大學科技管理學程碩士論文,新竹市。民91。
9. 吳彥輝。運用模糊層級分析法與管理才能評鑑模式之研究。國立中山大學人力資源管理研究所碩士論文,高雄市。民88。
10. 陳柏良。虛擬電源資料庫之規劃設計 - 以網路書店為例。國立中山大學資訊管理研究所碩士論,高雄市。民90。
11. 陳明輝。引用SOAP技術之行動代理人訊息系統。國立成功大學電機工程研究所碩士論文,台南市。民89。
12. 黃美慧。我國銀行業上市公司股票評等之研究。國立政治大學企業管理研究所碩士論文。民87。
13. 楊永芳。語意擴充式文件推薦方法之研究。國立中山大學資訊管理研究所碩士論,高雄市。民90。
14. 萬曉芳。我國教育優先區資源分配準則之研究。國立中山大學公共事務管理研究所碩士論文,高雄市。民89。
15. 賴宏仁。電子報個人化新聞推薦方法之研究。國立中山大學資訊管理研究所博士論文,高雄市。民88。
16. 盧賢豪。知識管理系統中運用智慧型代理人之研究。國立中山大學資訊管理研究所碩士論。民91。
17. 顏志平。專用搜尋引擎之設計、建置與績效評估 - 以網路上犯罪情報自動搜集系統為例。私立銘傳大學資訊管理研究所碩士論文,台北市。民89。
18. 馮志剛。公營與民營銀行個人擔保與信用放款授信評估之研究。高雄工學院管理科學研究所碩士論文,高雄縣。民85。
19. 楊捷名。住宅更新決策模式之研究。國立成功大學建築學系碩士學位論文,台南市。民88。
20. 多準則決策 http://www2.cyut.edu.tw/~s9154610/mcdm.html
二、英文文獻
1. Al-Subhi Al-Harbi, K.M. “Application of the AHP in Project Management,” International Journal of Project Management (19:1), 2001, pp. 19-27.
2. Azis, I.J.“Analytic Hierarchy Process in the Benefit-cost Frame work: A Post-Evaluation of the Traus-Sumatra, Highway project,” European Journal of Operational Research (48), 1990, pp. 38-48.
3. Baeza-Yates, R.A. “Searching the Web: challenges and partial solutions,” In IEEE Workshop on String Processing and Information Retrieval, 1998, pp. 23-31.
4. Balabanovic, M. and Shoham, Y. “Fab: Content-Based, Collaborative Recommendation,” Communications of the ACM (40:3), 1997, p.p. 66-72.
5. Baroudi, J. J. and Orlikowski, W. J.“A Short-Form Measure of User Information Satisfaction: A Psychometric Evaluation and Notes on Use,” Journal of Management Information Systems (4:4), Spring 1988, pp.44-59.
6. Brin, S. and Page, L.“The Anatomy of a Large-Scale Hypertextual Web Search Engine,” Proceedings of the 7th International World Wide Web Conference, 1998, pp. 107-117.
7. Byun, D.H. “The AHP approach for selecting an automobile purchase model,” Information & Management (38:5), 2001, pp. 289-297.
8. Catledge, L.D. and Pitkow, J.E. “Characterizing browsing strategies in the world-wide web,” Proceedings of the 3rd International World Wide Web Conference, 1995, pp. 1065-1073.
9. Chang, W., Murphy, D., Zhang, A. and Syeda-Mahmood, T. “Metadatabase and Search Agent for Multimedia Database Access over Internet,” Proceedings of the 4th Annual IEEE International Conference on Multimedia Computing and Systems, June 1997, pp. 626-627.
10. Doll, W.J. and Torkzadeh, G. “The Measurement of End-User Computing Satisfaction,” MIS Quarterly, Jun 1988, pp. 259-274.
11. Eckenrode, R.T. “Weighting multiple criteria,” Management Science (12:3), 1965, pp. 180-192.
12. Ellsworth, J. “Working the Net: Time to Consider a Web Search Specialist,” netWorker (3:3), September 1999, pp. 17-19.
13. Finkelstein, L., Gabrilovich, E., Matias, Y., Rivlin, E., Solan, Z., Wolfman, G. and Ruppin, E. “Placing search in context: The concept revisited” ACM Transactions of Information Systems (20:1), January 2002, pp. 116-131.
14. Géry, M. and Haddad, H. “Evaluation of Web Usage Mining approaches for user's next request prediction,” Fifth International Workshop on Web Information and Data Management, Lousiane, USA, November, 2003.
15. Glover, E.J., Lawrence, S., Gordon, M.D., Birmingham, W.P. and Giles, C.L. “Web Search---Your Way” Communications of the ACM (44:12), December 2001, pp.97-102.
16. Han, D. and Han, I. “Prioritization and selection of intellectual capital measurement indicators using analytic hierarchy process for the mobile telecommunications industry,” Expert Systems with Applications (26:4), 2004, pp. 519-527.
17. Herath, G. “Incorporating Community Objectives in Improved Wetland Management: The Use of The Analytic Hierarchy Process,” Journal of Environmental Management (70:3), 2004, pp. 263-273.
18. Ho, J. and Tang, R. “Towards an optimal resolution to information overload: an infomediary approach,” Proceedings of the 2001 International ACM SIGGROUP Conference on Supporting Group Work, September 2001.
19. Jansen, B.J., Spink, A.S. and Pedersen, J. “Web searching agents, what are they doing out there?” IEEE International Conference (2), Octorber 2003, pp. 1410-1416.
20. Jefferson, T.I. and Nagy, T.J. “A Domain-Driven Approach to Improving Search Effectiveness in Traditional Online Catalogs,” Information and Management (39:7), July 2002, pp. 559-570.
21. Jiang, J.J., Klein, G. and Crampton, S.M. “A Note on SERVQUAL Reliability and Validity in Information System Service Quality Measurement,” Decision Sciences (31:3), Summer 2000, pp. 725-745.
22. Kirkwood, C.W. and Sarin, R.K. “Ranking with Partial Information: A Method and an Application,” Operations Research (33), 1985, pp.38-48.
23. Lai, H. and Yang, T.C. “A System Architecture for Intelligent Browsing on the Web,” Decision Support Systems (28:3), May 2000, pp. 219-239.
24. Lai, V.S., Trueblood, R.P. and Wong, B.K. “Software selection: a case study of the application of the analytical hierarchical process to the selection of a multimedia authoring system,” Information & Management (36:4), 1999, pp.221-232.
25. Lawrence, S. “Context in Web Search,” IEEE Data Engineering Bulletin (23:3), 2000, pp. 25-32.
26. Lee, W.P., Liu, C.H. and Lu, C.C. “Intelligent agent-based systems for personalized recommendations in Internet commerce,” Expert Systems with Applications (22:4), 2002, p.p. 275-284.
27. Lieberman, H. “Autonomous Interface Agents,” Proceedings of CHI 97 ACM, 1997, p.p. 67-74.
28. MacCrimmon, K.R. “An Overview of Multiple Objective Decision Making,” University of South Carolina Press, Colombia, 1973, pp. 18-44.
29. Maximilien, E.M. and Singh, M.P. “Agent-based Architecture for Autonomic Web Service Selection,” In Workshop on Web-services and Agent-based Engineering (WSABE), 2003.
30. Millet, I. and Harker, P.T. “Globally effective questioning in the Analytic Hierarchy Process,” European Journal of Operational Research (48), 1990, pp. 88-97.
31. Murtaza, M.B. “Fuzzy-AHP Application to Country Risk Assessment,” American Business Review (21:2), 2003, pp. 109-116.
32. Newfield, D., Sethi, B.S. and Ryall, K. “Scratchpad: Mechanisms for Better Navigation in Directed Web Searching,” 11th Annual ACM Symposium on User Interface Software and Technology, San Francisco, CA, November 1998, pp. 1-8.
33. Ngai, E.W.T. “Selection of Web Sites For Online Advertising Using the AHP,” Information & Management (40:4), 2003 pp. 233-242.
34. Ozdemir, M.S. and Gasimov, R.N. “The Analytic Hierarchy Process and Multiobjective 0–1 Faculty Course Assignment,” European Journal of Operational Research (157:2), 2004, pp. 398-408.
35. Pilgrim, C.J. and Leung, Y.K. “Designing WWW Site Map Systems,” 10th International Workshop on Database and Expert Systems Applications, 1999.
36. Ramanathan, R. “A note on the use of the analytic hierarchy process for environmental impact assessment,” Journal of Environmental Management (63:1), 2001, pp.27-39.
37. Saaty, T.L., Decision Making for Leaders: the Analytical Hierarchy Process for Decisions in a Complex World, RWS Publications Inc, Pittsburgh, 1988.
38. Saaty, T.L. and Kearns, K.P., Analytical Planning: the Organization of Systems, RWS Publications Inc, Pittsburgh, 1991.
39. Schafer, J., Ben, J.K. and Riedl, J. “Recommender System in E-Commerce,” Proceedings of the first ACM conference on Electronic commerce, 1999, pp. 158-166.
40. Seoyoung, P. and Wu, C. “Intelligent Search Agent for Software Components,” Software Engineering Conference Sixth Asia Pacific, 1999, pp. 154-161.
41. Shardanand, U and Maes, P. “Social Information Filtering: Algorithms for Automating Word of Mouth,” ACM Press, New York, 1995, p.p.210-217.
42. Smith, L.S. and Hurson, A.R. “A Search Engine Selection Methodology,” Proceedings ITCC 2003 International Conference, April 2003, pp. 122-129.
43. Sonnenreich, W. and Macinta,T., Web developer.com guide to search engines [electronic resource], Wiley Published Inc., New York,1998.
44. Rashid, A.M., Albert, I., Cosley, D., Lam, S.K., McNee, S., Konstan, J.A. and Riedl, J. “Getting to Know You: Learning New User Preferences in Recommender Systems,” In Proceedings of the 2002 International
Conference on Intelligent User Interfaces, San Francisco, Canadian, 2002, p.p.127-134.
45. Triantaphyllou, E. and Sanchez, A. “A Sensitivity Analysis Approach for Some Deterministic Multi-Criteria Decision- Making Methods,” Decision Sciences (28:1), 1997, pp. 151-194.
46. Tsai, W.H., Hsu, P.Y., Fan, Y.W., Leu, J.D., Cheng, M.S., Chen, Y.W. and Chien, S.W. “An AHP Approach to Achieving the Relative Importance Weights of ERP Performance Measures,” the Conference on ERP Research and Practices, Taipei, Taiwan, Jane 2003.
47. Watson, S.R. and Buede, D.M. “Decision Synthesis,” Cambridge University Press, 1987.
48. Wooldridge, M.J. and Jennings, N.R. "Software Engineering with Agents:Pitfalls and Pratfalls," IEEE Internet Computing (3:3), 1999, pp.20-27.
49. Xue, G.R., Zeng, H.J., Chen, Z., Ma, W.Y., Zhang, H.J. and Lu, C.J. “Implicit Link Analysis for Small Web Search,” Proceedings of the 26th annual international ACM SIGIR conference on Research and development in informaion retrieval, July 2003.
50. Yang, C.C., Yen, J., and Chen, H. “Intelligent Internet Searching Agent Based on Hybrid Simulated Annealing,” Decision Support Systems (28:3), May, 2000, pp.269-277.
51. Zimmerman, H.J., Fuzzy sets theory and its application, 2nd., Kluwer Acdemic Publications, 1992.
52. Zhou, R.J. and Duan, X.Z. “Optimal Combined Load Forecast Based on the Improved Analytic Hierarchy Process,” IEEE, Octorber 2002, pp. 1096-1100.
電子全文 Fulltext
本電子全文僅授權使用者為學術研究之目的,進行個人非營利性質之檢索、閱讀、列印。請遵守中華民國著作權法之相關規定,切勿任意重製、散佈、改作、轉貼、播送,以免觸法。
論文使用權限 Thesis access permission:校內外都一年後公開 withheld
開放時間 Available:
校內 Campus: 已公開 available
校外 Off-campus: 已公開 available


紙本論文 Printed copies
紙本論文的公開資訊在102學年度以後相對較為完整。如果需要查詢101學年度以前的紙本論文公開資訊,請聯繫圖資處紙本論文服務櫃台。如有不便之處敬請見諒。
開放時間 available 已公開 available

QR Code