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研究生: 李敬毅
Lee, Jing-Yi
論文名稱: 透過網路資料探勘與專利分析建構品質機能展開 - 以智慧型手機為例
Construction of Quality Function Deployment through Web Data Mining and Patent Analysis- The Case of Smart Phones
指導教授: 張瑞芬
Amy, J.C. Trappey
張力元
Charles, V. Trappey
口試委員: 侯建良
樊晉源
學位類別: 碩士
Master
系所名稱: 工學院 - 工業工程與工程管理學系
Department of Industrial Engineering and Engineering Management
論文出版年: 2017
畢業學年度: 105
語文別: 中文
論文頁數: 72
中文關鍵詞: 網路資料探勘品質機能展開專利分析
外文關鍵詞: web mining, quality function deployment (QFD), patent analysis
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  • 在消費性電子產品的市場中,技術不斷推陳出新,良好的研發策略必須與顧客需求相契合,若企業能夠滿足顧客的期望,將能提升品牌價值與顧客消費忠誠度,在全球化的競爭中保有優勢。然而,顧客的喜好多變且難以捉摸,精準地掌握顧客需求對企業來說至關重要。隨著網際網路的普及,許多社群平台因應而生,顧客能透過網路直接表達他們對產品的想法與意見,為集體且動態的資訊,是企業在擬定研發策略時的重要參考。品質機能展開法考量顧客心聲與產品特性之關聯性,將顧客需求轉換成技術需求,有助於對於研發策略的擬定。本研究在選定案例產品之後,運用網路資料爬蟲軟體,擷取電子商務平台上的顧客評論,接著運用文字探勘技術提取負面評論中之關鍵字,並制定系統化的關鍵字篩選規則,挑選出負面評論中具代表性的關鍵字。接著建構以產品元件為基之本體論,定義出產品的關鍵功能,並蒐集關鍵功能之相關文獻。接著運用潛在語意分析法計算出顧客心聲與關鍵功能相關文獻之關聯性,並計算出顧客心聲與關鍵功能的重要度排序,建構品質機能展開。技術功效矩陣揭露特定領域之專利分布情形,是一種重要的專利分析工具。本研究進一步納入技術功效矩陣維度在品質機能展開之架構中,藉以洞悉案例企業之專利在產品關鍵功能中的布局情形,不僅提供案例企業在產品改善上的建議,同時提供企業在未來的智財佈局上的參考依據。


    With the rapid technological innovation of consumer electronic products, the successful research and development strategies must match customers’ demand. If enterprise can satisfy the expectations of customers, the brand value and customer loyalty will be enhanced and maintain the advantage in global competition. However, the customers’ preferences are elusive, the ability to grasp customer needs accurately is essential to enterprise. With the popularity of the Internet, many community platforms are established, customers can express their opinions and comments toward product directly through the Internet. The comments on the Internet provide the collective and real-time information, which are important reference for enterprise to develop R&D strategies. Quality function deployment (QFD) transfers customers’ voice into technical needs which contributes to the development of R&D strategies. This study uses the web data crawler software to retrieve the voice of customers (VoC) of case products on the e-commerce platform, then applies text mining approach to extract the keywords of the negative comments. Systematic key term filtering rules are set up to select the representative key terms in the negative comments. Component- based ontology of selected product is constructed, and the key functions are defined based on the ontology, the literature related to key functions are collected for QFD construction. Latent semantic analysis algorithm is used to calculate the correlation between VoC and key functions. Thus, the importance of VoC and key functions can be ranked. Technology function matrix is a patent analytic approach which reveals the patent distribution of specific domain in sub-functions and sub-technologies. This study further incorporates the technology function matrix dimension as the framework of the extended QFD to identify the case companies’ patent distributions to key functions of its product development. This research not only provides the suggestions of product improvement, but also serve as a reference for developing IP portfolio strategy.

    目錄 摘要……………………………………………………………………………………I Abstract………………………………………………………………………………II 誌謝…………………………….……………………………………………………III 目錄…………………………………………….……………………………………IV 圖目錄…………………………………………….…………………………………VI 表目錄………………………………………………………………………………VII 第一章、 緒論 1 1.1 研究背景 1 1.2 研究動機與目的 3 1.3 研究方法與步驟 5 第二章、文獻探討 6 2.1 顧客感知 6 2.2 潛在語意分析 9 2.3 品質機能展開 11 2.4 專利分析 16 第三章、研究方法 20 3.1 專利與顧客心聲之蒐集 22 3.1.1 專利文件之搜索 22 3.1.2 顧客心聲之蒐集 22 3.2 技術本體論建構與功能文獻之搜索 22 3.3 顧客心聲關鍵字擷取 23 3.4 品質機能展開之建構 25 第四章、案例研究分析 34 4.1 專利檢索與分析 34 4.2 顧客心聲之蒐集與篩選 38 4.3 智慧型手機之本體論建構 45 4.4 QFD建構與結果分析 49 第五章、結論與建議 58 參考文獻……………………………………………………………………………..60

    參考文獻
    英文文獻
    1. Adafruit. (2016). PIR Motion Sensor. Accessed: 10.03.2017. [Online]. Available: https://cdn-learn.adafruit.com/downloads/pdf/pir-passive-infrared-proximity-motion-sensor.pdf
    2. Alzqhoul, E. A., Nair, B. B., & Guillemin, B. J. (2012). Speech handling mechanisms of mobile phone networks and their potential impact on forensic voice analysis. Proc. SST-12.
    3. Axis. (2010). White paper CCD and CMOS sensor technology. Accessed: 10.02.2017. [Online]. Available: https://www.axis.com/files/whitepaper/wp_ccd_cmos_40722_en_1010_lo.pdf
    4. Baker, S. (2004). New Consumer Marketing: managing a living demand system. John Wiley & Sons.
    5. Belch, G. E., & Belch, M. A. (2003). Advertising and promotion: An integrated marketing communications perspective. The McGraw− Hill.
    6. Bulut, E., Huang, S. T., & Duru, O. (2013). August. A Multi-Variate QFD Design for the Service Quality Assessment of Kensai International Airport-Japan. In International Forum on Shipping, Ports and Airports (IFSPA) 2013: Trade, Supply Chain Activities and Transport: Contemporary Logistics and Maritime Issues.
    7. Chang, H. H., & Chen, S. W. (2009). Consumer perception of interface quality, security, and loyalty in electronic commerce. Information & management, 46(7), 411-417.
    8. Cheng, T. Y. (2012). A New Method of Creating Technology/Function Matrix for Systematic Innovation without Expert. Journal of technology management & innovation, 7(1), 118-127.
    9. Chi, H. K., Yeh, H. R., & Yang, Y. T. (2009). The impact of brand awareness on consumer purchase intention: The mediating effect of perceived quality and brand loyalty. Journal of International Management Studies, 4(1), 135-144.
    10. Cirque. (2016). CAPACITIVE TOUCH. Accessed: 10.02.2017. [Online]. Available: http://www.cirque.com/capacitive-touch/
    11. COATES, E. (2012). Power Amplifiers. Accessed: 10.03.2017. [Online]. Available: http://www.learnabout-electronics.org/Downloads/amplifiers-module-05.pdf
    12. Comanor, W. S., & Scherer, F. M. (1969). Patent statistics as a measure of technical change. The Journal of Political Economy, 392-398.
    13. Cronin Jr, J. J., & Taylor, S. A. (1992). Measuring service quality: a reexamination and extension. The journal of marketing, 55-68.
    14. De Praeter, J., Duchi, P., Van Wallendael, G., Macq, J. F., & Lambert, P. (2016, October). Efficient encoding of interactive personalized views extracted from immersive video content. In Proceedings of the 1st International Workshop on Multimedia Alternate Realities (pp. 25-30). ACM.
    15. Deerwester, S., Dumais, S. T., Furnas, G. W., Landauer, T. K., & Harshman, R. (1990). Indexing by latent semantic analysis. Journal of the American society for information science, 41(6), 391.
    16. Ding, J. F. (2009). Applying fuzzy quality function deployment (QFD) to identify solutions of service delivery system for port of Kaohsiung. Quality & Quantity, 43(4), 553-570.
    17. Ding, N., Wagner, D., Chen, X., Pathak, A., Hu, Y. C., & Rice, A. (2013, June). Characterizing and modeling the impact of wireless signal strength on smartphone battery drain. In ACM SIGMETRICS Performance Evaluation Review (Vol. 41, No. 1, pp. 29-40). ACM.
    18. Don, S. (2013). Applications Processors-The Heart of the Smartphone. Accessed: 10.02.2017. [Online]. Available: http://www.engineering.com/ElectronicsDesign/ElectronicsDesignArticles/ArticleID/5791/Applications-Processors-The-Heart-of-the-Smartphone.aspx
    19. Ernst, H. (1995). Patenting strategies in the German mechanical engineering industry and their relationship to company performance. Technovation, 15(4), 225-240.
    20. Ernst, H., & Omland, N. (2011). The Patent Asset Index–A new approach to benchmark patent portfolios. World Patent Information, 33(1), 34-41.
    21. Farnell. (2009). Touch sensors design guide. Accessed: 29.03.2017. [Online]. Available: http://www.farnell.com/datasheets/1504633.pdf
    22. Fensel, D. (2001). Ontologies: A Silver Bullet for Knowledge Management and Electronic Management. ed: Springer, Berlin.
    23. Fisk, H. (2010). A Battery Management Unit. Accessed: 10.02.2017. [Online]. Available: http://publications.lib.chalmers.se/records/fulltext/125124.pdf
    24. Foltz, P. W. (2007). Discourse coherence and LSA. Handbook of latent semantic analysis, 167-184.
    25. Fujitsu. (2010). Capacitive Touch Sensors. Accessed: 10.02.2017. [Online]. Available: http://www.fujitsu.com/downloads/MICRO/fme/articles/fujitsu-whitepaper-capacitive-touch-sensors.pdf
    26. Gomez-Perez, A., Fernández-López, M., & Corcho, O. (2006). Ontological Engineering: with examples from the areas of Knowledge Management, e-Commerce and the Semantic Web. Springer Science & Business Media.
    27. Goulding-Hotta, N., Sampson, J., Venkatesh, G., Garcia, S., Auricchio, J., Huang, P. C., ... & Swanson, S. (2011). The greendroid mobile application processor: An architecture for silicon's dark future. IEEE Micro, 31(2), 86-95.
    28. Grossman, D. A., & Frieder, O. (2012). Information retrieval: Algorithms and heuristics (Vol. 15). Springer Science & Business Media.
    29. Gruber, T. R. (1993). A translation approach to portable ontology specifications. Knowledge acquisition, 5(2), 199-220.
    30. Gunter, P. (2010). Motion Sensors. Accessed: 10.02.2017. [Online]. Available: http://www.theblueeconomy.org/uploads/7/1/4/9/71490689/case_73_motion_sensors.pdf
    31. Hasegawa-Johnson M., & Alwan A. (2003). Speech coding: Fundamentals and applications. Accessed: 10.02.2017. [Online]. Available: http://isle.illinois.edu/sst/pubs/2002/hasegawa-johnson02handbook.pdf
    32. Ho, W., He, T., Lee, C. K. M., & Emrouznejad, A. (2012). Strategic logistics outsourcing: An integrated QFD and fuzzy AHP approach. Expert Systems with Applications, 39(12), 10841-10850.
    33. Horn, D., & Salvendy, G. (2009). Measuring consumer perception of product creativity: Impact on satisfaction and purchasability. Human Factors and Ergonomics in Manufacturing & Service Industries, 19(3), 223-240.
    34. Hwang, C. H. (1999). Incompletely and imprecisely speaking: using dynamic ontologies for representing and retrieving information. In KRDB (Vol. 21, pp. 14-20).
    35. Ictenbas, B. D., & Eryilmaz, H. (2011). Linking employers’ expectations with teaching methods: Quality function deployment approach. Procedia-Social and Behavioral Sciences, 28, 568-572.
    36. Intersil. (2016). Battery Management System Tutorial. Accessed: 10.02.2017. [Online]. Available: https://www.mouser.com/pdfdocs/isl94203wpbatterymanagementsystemtutorial.PDF
    37. Jin, B., & Gu Suh, Y. (2005). Integrating effect of consumer perception factors in predicting private brand purchase in a Korean discount store context. Journal of Consumer Marketing, 22(2), 62-71.
    38. Kahle, L. R., & Close, A. G. (Eds.). (2011). Consumer behavior knowledge for effective sports and event marketing. Routledge.
    39. Kireyev, K., & Landauer, T. K. (2011, June). Word maturity: Computational modeling of word knowledge. In Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies-Volume 1 (pp. 299-308). Association for Computational Linguistics.
    40. Kuester, S. (2012). MKT 301: Strategic marketing & marketing in specific industry contexts. University of Mannheim, 110.
    41. LaFrance, M. (1987). The knowledge acquisition grid: A method for training knowledge engineers. International Journal of Man-Machine Studies, 26(2), 245-255.
    42. Lampa, S., & Mazur, G. H. (1996) Bagel sales double at host Marriott: using quality function deployment. Japan Business Consultants.
    43. Landauer, T. K., & Dumais, S. T. (1997). A solution to Plato's problem: The latent semantic analysis theory of acquisition, induction, and representation of knowledge. Psychological review, 104(2), 211.
    44. Landauer, T. K., Foltz, P. W., & Laham, D. (1998). An introduction to latent semantic analysis. Discourse processes, 25(2-3), 259-284.
    45. Landauer, T. K., Laham, D., Rehder, B., & Schreiner, M. E. (1997). How well can passage meaning be derived without using word order? A comparison of Latent Semantic Analysis and humans. In Proceedings of the 19th annual meeting of the Cognitive Science Society (pp. 412-417).
    46. Lane, N. D., Miluzzo, E., Lu, H., Peebles, D., Choudhury, T., & Campbell, A. T. (2010). A survey of mobile phone sensing. IEEE Communications magazine, 48(9).
    47. Lee, C. H., Wang, Y. H., & Trappey, A. J. (2015). Ontology-based reasoning for the intelligent handling of customer complaints. Computers & Industrial Engineering, 84, 144-155.
    48. Li, X., Yan, G., Han, Y., & Li, X. (2013, March). SmartCap: user experience-oriented power adaptation for smartphone's application processor. In Proceedings of the Conference on Design, Automation and Test in Europe (pp. 57-60). EDA Consortium.
    49. Li, Y. R. (2009). The technological roadmap of Cisco's business ecosystem. Technovation, 29(5), 379-386.
    50. Li, Y., Zhu, R., Prikhodko, D., & Tkachenko, Y. (2010, November). LTE power amplifier module design: challenges and trends. In Solid-State and Integrated Circuit Technology (ICSICT), 2010 10th IEEE International Conference on (pp. 192-195). IEEE.
    51. Liu, H. (2012). Research on Module Selection Method Based on the Integration of Kano Module with QFD Method. Journal of Service Science and Management, 5(02), 206.
    52. Liu, J., Chen, R., Pei, L., Chen, W., Tenhunen, T., Kuusniemi, H., ... & Chen, Y. (2010, May). Accelerometer assisted robust wireless signal positioning based on a hidden Markov model. In Position Location and Navigation Symposium (PLANS), 2010 IEEE/ION (pp. 488-497). IEEE.
    53. Liu, K., & Yen, Y. (2013). A quick approach to get a technology-function matrix for an interested technical topic of patents. International Journal of Arts and Commerce, 2(6), 85-96.
    54. Lockamy, A., & Khurana, A. (1995). Quality function deployment: total quality management for new product design. International Journal of Quality & Reliability Management, 12(6), 73-84.
    55. Lu, H. P., & Yu-Jen Su, P. (2009). Factors affecting purchase intention on mobile shopping web sites. Internet Research, 19(4), 442-458.
    56. Luh, C. J., Yang, S. A., & Huang, D. T. L. (2012, May). Estimating search engine ranking function with latent semantic analysis and a genetic algorithm. In Proceedings of the 2012 3rd International Conference on E-Business and E-Government-Volume 04 (pp. 439-442). IEEE Computer Society.
    57. Maute, M. F., & Forrester, W. R. (1993). The structure and determinants of consumer complaint intentions and behavior. Journal of Economic Psychology, 14(2), 219-247.
    58. Mika, M. (2014). Examination of the Capabilities of Some Models of Hand GPS Receivers for Purposes of Creation of Thematic Maps. Geomatics and Environmental Engineering, 8(2).
    59. Minton, E. A. (2013). Belief systems, religion, and behavioral economics: Marketing in multicultural environments. Business Expert Press.
    60. Narin, F., Noma, E., & Perry, R. (1987). Patents as indicators of corporate technological strength. Research policy, 16(2-4), 143-155.
    61. Narin, F. (1994). Patent bibliometrics. Scientometrics, 30(1), 147-155.
    62. Nishimura, A. (2010). Audio data hiding that is robust with respect to aerial transmission and speech codecs. International Journal of Innovative Computing, Information and Control, 6(3).
    63. OuYang, K., & Weng, C. S. (2011). A new comprehensive patent analysis approach for new product design in mechanical engineering. Technological Forecasting and Social Change, 78(7), 1183-1199.
    64. Ozsoy, M. G., Alpaslan, F. N., & Cicekli, I. (2011). Text summarization using latent semantic analysis. Journal of Information Science, 37(4), 405-417.
    65. Ozyagcilar, T. (2012). Implementing a tilt-compensated eCompass using accelerometer and magnetometer sensors. Freescale semiconductor, AN, 4248.
    66. Pakdil, F., Kurtulmuşoğlu, F. B., & Yolu, E. (2014). Improving service quality in highway passenger transportation: a case study using quality function deployment. EJTIR, 14(4), 375-393.
    67. Panasonic. (2016). PIR Motion Sensor. Accessed: 10.03.2017. [Online]. Available: http://www3.panasonic.biz/ac/cdn/e/control/sensor/human/catalog/bltn_eng_papirs.pdf
    68. Perner, L. (2010). Consumer behavior: the psychology of marketing. Retrieved October, 2, 2010.
    69. Quester, P., Neal, C., Pettigrew, S., Grimmer, M. R., Davis, T., & Hawkins, D. (2007). Consumer behaviour: Implications for marketing strategy. McGraw-Hill.
    70. Rahimi-Eichi, H., Ojha, U., Baronti, F., & Chow, M. Y. (2013). Battery management system: An overview of its application in the smart grid and electric vehicles. IEEE Industrial Electronics Magazine, 7(2), 4-16.
    71. Reuters. (2016). Report: Huawei Acquires Security Startup HexaTier for $42M. Accessed: 06.07.2017. [Online]. Available: https://www.sdxcentral.com/articles/news/report-huawei-acquires-security-startup-hexatier/2016/12/
    72. Sharma, S., Chitranshi, G., Mahato, B., Srivastava, A. K., Gupta, N., & Singh, B. P. (2011). Control of Home-Appliances through IR interface using web (GPRS) enabled Mobile Phones. International journal of advanced engineering sciences and technologies (IJAEST), 6(2), 242-245.
    73. Singh, J., & Widing, R. E. (1991). What occurs once consumers complain? A theoretical model for understanding satisfaction/dissatisfaction outcomes of complaint responses. European Journal of Marketing, 25(5), 30-46.
    74. Sony. (2011). Advantage of the CMOS sensor. Accessed: 10.02.2017. [Online]. Available: https://pro.sony.com/bbsccms/assets/files/cat/camsec/solutions/E_CMOS_Sensor_WP_110427.pdf
    75. ROHM Semiconductor. (2015). Optical Sensors. Accessed: 10.02.2017. [Online]. Available: http://www.rohm.com/documents/11303/41217/ROHM-PO-WP.pdf
    76. Shearer, F. (2008). Power management in mobile devices. Accessed: 10.03.2017. [Online]. Available: http://mslab.kaist.ac.kr/twiki/pub/Mobile/WebHome/pm_Shearer.pdf
    77. Siemens. (2015). Presence detectors and brightness sensors for efficient lighting. Accessed: 10.02.2017. [Online]. Available: https://www.downloads.siemens.com/download-center/Download.aspx?pos=download&fct=getasset&id1=A6V10647245
    78. Singh, M., Sarfaraz, A., Sarfaraz, M., & Jenab, K. (2014). Analytical QFD model for strategic justification of advanced manufacturing technology. International Journal of Business Excellence, 8(1), 20-37.
    79. Smith, B., & Welty, C. (2001, October). Ontology: Towards a new synthesis. In Formal Ontology in Information Systems (pp. 3-9). ACM Press, USA, pp. iii-x.
    80. STMicroelectronics. (2016). Bluetooth™ and FM transceiver system-on-chip. Accessed: 10.03.2017. [Online]. Available: http://www.st.com/content/ccc/resource/technical/document/datasheet/group3/29/61/f2/62/07/70/46/93/DM00034935/files/DM00034935.pdf/jcr:content/translations/en.DM00034935.pdf
    81. STMicroelectronics. (2016). Power management Guide 2016. Accessed: 10.03.2017. [Online]. Available: http://www.st.com/content/ccc/resource/sales_and_marketing/promotional_material/brochure/group0/cb/7a/af/56/f7/bd/47/e9/Brochure%20Power%20management%20guide/files/Brochure_Power_Management.pdf/jcr:content/translations/en.Brochure_Power_Management.pdf
    82. Suh, J. H., & Park, S. C. (2009). Service-oriented technology roadmap (SoTRM) using patent map for R&D strategy of service industry. Expert Systems with Applications, 36(3), 6754-6772.
    83. Sularto, L., & Yunitasari, T. (2015). User Requirements Analysis for Restaurant POS and Accounting Application Using Quality Function Deployment. Procedia-Social and Behavioral Sciences, 169, 266-280.
    84. Texas Instruments. (2016). Power Management Guide 2016 (Rev. Q). Accessed: 10.03.2017. [Online]. Available: http://www.ti.com/lit/sg/slvt145q/slvt145q.pdf
    85. Trappey, A. J., Trappey, C. V., Wu, C. Y., & Lin, C. W. (2012). A patent quality analysis for innovative technology and product development. Advanced Engineering Informatics, 26(1), 26-34.
    86. Trappey, A. J., Trappey, C. V., Chiang, T. A., & Huang, Y. H. (2013). Ontology-based neural network for patent knowledge management in design collaboration. International Journal of Production Research, 51(7), 1992-2005.
    87. Trappey, C. V., Trappey, A. J., Peng, H. Y., Lin, L. D., & Wang, T. M. (2014). A knowledge centric methodology for dental implant technology assessment using ontology based patent analysis and clinical meta-analysis. Advanced Engineering Informatics, 28(2), 153-165.
    88. Uschold, M., & Gruninger, M. (1996). Ontologies: Principles, methods and applications. The knowledge engineering review, 11(02), 93-136.
    89. U.S. Robotics. (2004). Wireless LAN Networking White Paper. Accessed: 10.02.2017. [Online]. Available: http://support.usr.com/download/whitepapers/wireless-wp.pdf
    90. Wang, C. H., & Chen, J. N. (2012). Using quality function deployment for collaborative product design and optimal selection of module mix. Computers & Industrial Engineering, 63(4), 1030-1037.
    91. WIPO. (2016). [Online]. http://www.wipo.int/portal/en/
    92. Yan, W., Khoo, L. P., & Chen, C. H. (2005). A QFD-enabled product conceptualisation approach via design knowledge hierarchy and RCE neural network. Knowledge-Based Systems, 18(6), 279-293.
    中文文獻
    93. 王永建,2011,應用模糊品質機能展開於提升航空貨運承攬業營運績效之研究,國立台灣海洋大學航運管理學系,碩士論文。
    94. 北美智權報,善用「品質機能展開(QFD)」工作效率大躍進,Accessed: 10/15/2016. [Online]. Available: http://www.naipo.com/Portals/1/web_tw/Knowledge_Center/Research_Development/publish-53.htm
    95. 呂星學,2003,軟體發展規範中程序性知識與非程序性知識粹取與應用,國防大學國防資訊研究所,碩士論文。
    96. 吳貴彬、陳相如,2004,品質機能展開法於新產品發展之應用,樹德科技大學學報 卷期, 6(2), 91-100.
    97. 赤尾洋二,1992,新產品開發-品質機能展開之實際應用,台北,中國生產力中心。
    98. 林子玄,2012,以資料採礦技術分析 LED 產業專利訴訟與授權策略,國立台北科技大學工業工程與管理系,碩士論文。
    99. 科技產業資訊室,2007,品質機能展開(QFD)與品質屋(HOQ)。
    100. 陳明蕾、王學誠、柯華葳,2009,中文語意空間建置及心理效度驗證: 以潛在語意分析技術爲基礎. 中華心理學刊, 51(4), 415-435.
    101. 張瑞芬、張力元、吳俊逸、樊晉源,2013,專利分析與智慧財產管理。
    102. 張國恩、宋曜廷,2005,潛在語意分析及概念構圖在文章摘要和理解評量的應用 (3/3),國家科學委員會專題計畫成果報告, 報告編號 NSC93-2520-S-003-011. 台北: 行政院國家科學委員會.
    103. 黃聖騰,2007,應用品質機能展開於改善服務品質之研究-以台灣宅配業為例,國立台灣海洋大學航運管理學系,碩士論文。
    104. 莊伊君,2012,應用Kano 二維品質模式與品質機能展開於製鞋業品牌形象塑造之研究,東海大學工業設計系,碩士論文。
    105. 陳雯琳,2016,利用網路資料探勘技術與知覺地圖協助產品定位與設計:以ASUS智慧型手機為案例,國立清華大學工業工程與工程管理學系,碩士論文。
    106. 許珮慈,2016,商業模式創新為基之專利路徑探索:以電子商務金流模式創新與智財演進為案例,國立清華大學工業工程與工程管理學系,碩士論文。
    107. 梁峻齊、阮明淑,2009,專利指標發展研究,圖書館學與資訊科學。
    108. 湯育綸,2016,電腦輔助專利分析之技術功效矩陣構建-積層製造應用於牙科領域之專利布局策略,國立清華大學工業工程與工程管理學系,碩士論文。
    109. 連穎科技,2008,揭開專利面紗-專利檢索暨分析,Accessed: 10/15/2016. [Online]. Available: https://www.lib.cycu.edu.tw/forms/learningtech.pdf
    110. 經濟部統計處,2016,產業經濟統計簡訊。
    111. 資訊產業研究室,Avago以併購LSI後所取得專利控告華碩電腦產品侵權,Accessed: 06/07/2017. [Online]. Available: http://iknow.stpi.narl.org.tw/post/Read.aspx?PostID=10763
    112. 資訊產業研究室,網頁進入系統專利訴訟Carnition 控告華碩等17家電腦廠商,Accessed: 06/07/2017. [Online]. Available: http://iknow.stpi.narl.org.tw/post/Read.aspx?PostID=11560
    113. 資訊產業研究室,藍牙4.0專利訴訟 Venadium控告HTC、Acer、ASUS等20多家業者,Accessed: 06/07/2017. [Online]. Available: http://iknow.stpi.narl.org.tw/post/Read.aspx?PostID=11426
    114. 遠見雜誌,2015,前進的動力:台灣麻煩大了,Accessed: 10/15/2016. [Online]. Available: https://www.gvm.com.tw/Boardcontent_29402.html
    115. 蔡珮娟,2000,以品質機能展開法探討台北捷運系統之服務品質,國立台北科技大學生產系統工程與管理研究所,碩士論文。
    116. 薛飛源,2001,以品質機能展開法探討博物館服務品質-以國立故宮博物院為例,國立台北科技大學商業自動化與管理研究所,碩士論文。

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