Responsive image
博碩士論文 etd-0921120-135844 詳細資訊
Title page for etd-0921120-135844
Applying Text Mining to Explore Inter-firm Co-opetition Relationship – A Case Study of Offshore Wind Power Industry
Year, semester
Number of pages
Advisory Committee
Date of Exam
Date of Submission
natural language processing, text mining, offshore wind power, industrial research, coopetition
本論文已被瀏覽 570 次,被下載 263
The thesis/dissertation has been browsed 570 times, has been downloaded 263 times.
Industrial research has been a vital information for companies to analyze their competitors, supply chains and consumer demand. The more industrial research companies do, the better probability they will grow against the tide. For instance, internally optimizing operating strategies, formulating policies with efficiency and enhancing the quality of decision-making. Externally, knowing the current status and identifying market trends like the back of the hand. However, it is not possible for every company to do the industrial research due to time urgency and the lack of capital. As the industries continue to advance, coopetition, cooperation and competition, has sprung up in the fields. It is coopetition that help economize manpower and material resources. The original approach of doing industrial research might go to defining the problems, then doing qualitative interviews with related manufacturers or spending a sum of money on existing reports. However, the former peer-to-peer interview may not be able to outline the industry, nor the latter which covers a large area be helpful for the solution. Not to mention the secondary data such as journals and media reports. Therefore, coopetition has been rolled out. In the study, taking the offshore wind power industry as an example to demonstrate “coopetition”. First, data can be automatically operated by means of web crawlers. Second, exploring the data by natural language processing, text mining and word embedding. Meanwhile, industrial structure and coopetition relationship can be visualized through the social network diagram. Last, setting up an interactive website to enable the researchers to evaluate industries and companies within the shortest possible time.
目次 Table of Contents
論文審定書 i
誌謝 ii
摘要 iii
Abstract iv
目錄 v
圖目錄 vii
表目錄 viii
第一章 緒論 1
第一節 研究背景 1
第二節 研究動機 1
第三節 研究目的 2
第四節 論文架構 2
第二章 文獻探討 3
第一節 台灣離岸風電發展概況 3
第二節 競合理論 4
第三節 文字探勘技術 5
第四節 社會網路分析 7
第五節 詞嵌入模型 8
第三章 研究方法 11
第一節 研究對象 11
第二節 研究架構 11
第三節 研究步驟 12
第四章 結果與討論 18
第一節 文集基本統計 18
第二節 資料預處理 23
第三節 命名實體識別 24
第四節 共現矩陣與相關矩陣 25
第五節 互動式社會網路圖 27
第六節 探索產業關係 29
第七節 結果驗證 32
第八節 個案分析與討論–以宏華營造為例 39
第九節 研究限制 43
第五章 結論與建議 45
第一節 結論 45
第二節 建議 45
第三節 研究貢獻 46
參考文獻 47
參考文獻 References
Barnes, J. A. (2016). Class and Committees in a Norwegian Island Parish: Human Relations.
Bengio, Y., Ducharme, R., & Vincent, P. (2001). A Neural Probabilistic Language Model. In T. K. Leen, T. G. Dietterich, & V. Tresp (Eds.), Advances in Neural Information Processing Systems 13 (pp. 932–938). MIT Press.
Brandenburger, A. M., & Nalebuff, B. J. (1997). Co-Opetition (1 edition). Currency Doubleday.
Company Relation Extraction from Web News Articles for Analyzing Industry Structure—IEEE Conference Publication. (n.d.). Retrieved September 26, 2020, from
Global Wind Speed Information Database | 4C Offshore. (n.d.). Retrieved July 23, 2020, from
Kao, A., & Poteet, S. R. (Eds.). (2007). Natural Language Processing and Text Mining. Springer-Verlag.
Mérő, L. (1998). John von Neumann’s Game Theory. In L. Mérő (Ed.), Moral Calculations: Game Theory, Logic, and Human Frailty (pp. 83–102). Springer.
Pennington, J., Socher, R., & Manning, C. (2014). Glove: Global Vectors for Word Representation. Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing (EMNLP), 1532–1543.
RE100. (n.d.). Retrieved August 17, 2020, from
Shiny. (n.d.). Retrieved July 24, 2020, from
Text2vec. (n.d.). Retrieved August 16, 2020, from
Travers, J., & Milgram, S. (1969). An Experimental Study of the Small World Problem. Sociometry, 32(4), 425.
trinker/entity: Named Entity Recognition version 0.1.0 from GitHub. (n.d.). Retrieved July 23, 2020, from
UDPipe | ÚFAL. (n.d.). Retrieved July 23, 2020, from
Wang, Y., Liu, S., Afzal, N., Rastegar-Mojarad, M., Wang, L., Shen, F., Kingsbury, P., & Liu, H. (2018). A Comparison of Word Embeddings for the Biomedical Natural Language Processing. ArXiv:1802.00400 [Cs].
Wellman, B., & Berkowitz, S. D. (Eds.). (1988). Social structures: A network approach (pp. xii, 513). Cambridge University Press.
World’s largest semiconductor foundry joins RE100 and calls on peers to step up on renewable energy. (2020, July 27). The Climate Group.
郭家瑋(2017)。離岸風電產業開發商之競爭策略分析。國立台灣大學土木工程學研究所碩士論文, 台北市。取自
電子全文 Fulltext
論文使用權限 Thesis access permission:校內校外完全公開 unrestricted
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
開放時間 available 已公開 available

QR Code