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Dynamic patterns of industry convergence: Evidence from a large amount of unstructured data

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  1. Keongtae Kim & Anandasivam Gopal & Gerard Hoberg, 2016. "Does Product Market Competition Drive CVC Investment? Evidence from the U.S. IT Industry," Information Systems Research, INFORMS, vol. 27(2), pages 259-281, June.
  2. Sheng Yao & Guosong Wu, 2025. "Research on agricultural science and technology advancement enabling the development of rural industrial incorporation from the perspective of decomposition," Agricultural Economics, Czech Academy of Agricultural Sciences, vol. 71(6), pages 308-322.
  3. Chen, I-Ju & Hsu, Po-Hsuan & Officer, Micah S. & Wang, Yanzhi, 2020. "The Oscar goes to…: High-tech firms’ acquisitions in response to rivals’ technology breakthroughs," Research Policy, Elsevier, vol. 49(7).
  4. Yi Lu, 2024. "Transforming China’s Tourism Industry: The Impact of Industrial Integration on Quality, Performance, and Productivity," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 15(4), pages 18116-18153, December.
  5. Jungpyo Lee & So Young Sohn, 2021. "Recommendation system for technology convergence opportunities based on self-supervised representation learning," Scientometrics, Springer;Akadémiai Kiadó, vol. 126(1), pages 1-25, January.
  6. Sasaki, Hajime & Sakata, Ichiro, 2021. "Identifying potential technological spin-offs using hierarchical information in international patent classification," Technovation, Elsevier, vol. 100(C).
  7. Dejing Kong & Jianzhong Yang & Lingfeng Li, 2020. "Early identification of technological convergence in numerical control machine tool: a deep learning approach," Scientometrics, Springer;Akadémiai Kiadó, vol. 125(3), pages 1983-2009, December.
  8. Yang, Guancan & Liu, Di & Chen, Ling & Lu, Kun, 2025. "Integrating persistence process into the analysis of technology convergence using STERGM," Journal of Informetrics, Elsevier, vol. 19(1).
  9. Jinho Choi & Nina Shin & Hee Soo Lee, 2020. "Exploring the Dynamics between M&A Activities and Industry-Level Performance," Sustainability, MDPI, vol. 12(11), pages 1-24, May.
  10. Geum, Youngjung & Kim, Moon-Soo & Lee, Sungjoo, 2016. "How industrial convergence happens: A taxonomical approach based on empirical evidences," Technological Forecasting and Social Change, Elsevier, vol. 107(C), pages 112-120.
  11. Bahoo, Salman & Cucculelli, Marco & Qamar, Dawood, 2023. "Artificial intelligence and corporate innovation: A review and research agenda," Technological Forecasting and Social Change, Elsevier, vol. 188(C).
  12. Changyong Lee & Suckwon Hong & Juram Kim, 2021. "Anticipating multi-technology convergence: a machine learning approach using patent information," Scientometrics, Springer;Akadémiai Kiadó, vol. 126(3), pages 1867-1896, March.
  13. HaeOk Choi & KwangHo Lee, 2020. "Micro-Operating Mechanism Approach for Regulatory Sandbox Policy Focused on Fintech," Sustainability, MDPI, vol. 12(19), pages 1-11, October.
  14. Maurizio Massaro & Silvana Secinaro & Francesca Dal Mas & Valerio Brescia & Davide Calandra, 2021. "Industry 4.0 and circular economy: An exploratory analysis of academic and practitioners' perspectives," Business Strategy and the Environment, Wiley Blackwell, vol. 30(2), pages 1213-1231, February.
  15. Shi, Xianwei & Liang, Xingkun & Luo, Yining, 2023. "Unpacking the intellectual structure of ecosystem research in innovation studies," Research Policy, Elsevier, vol. 52(6).
  16. Sick, Nathalie & Preschitschek, Nina & Leker, Jens & Bröring, Stefanie, 2019. "A new framework to assess industry convergence in high technology environments," Technovation, Elsevier, vol. 84, pages 48-58.
  17. Xiaowei Chen & Tianyu Zhang & Fu Jia, 2020. "Industry convergence as a strategy for achieving sustainable development of agricultural complex: The case of Sandun‐Lanli in China," Business Strategy and the Environment, Wiley Blackwell, vol. 29(6), pages 2679-2694, September.
  18. Ohsung Kwon, 2020. "A study on how startups approach sustainable development through intellectual property," Sustainable Development, John Wiley & Sons, Ltd., vol. 28(4), pages 613-625, July.
  19. Roger Moser & Srinath Rengarajan & Gopalakrishnan Narayanamurthy, 2021. "Decision Intelligence: Creating a Fit between Intelligence Requirements and Intelligence Processing Capacities," IIM Kozhikode Society & Management Review, , vol. 10(2), pages 160-177, July.
  20. Lee, Changyong, 2021. "A review of data analytics in technological forecasting," Technological Forecasting and Social Change, Elsevier, vol. 166(C).
  21. Sick, Nathalie & Bröring, Stefanie, 2022. "Exploring the research landscape of convergence from a TIM perspective: A review and research agenda," Technological Forecasting and Social Change, Elsevier, vol. 175(C).
  22. Zhou, Yuan & Dong, Fang & Kong, Dejing & Liu, Yufei, 2019. "Unfolding the convergence process of scientific knowledge for the early identification of emerging technologies," Technological Forecasting and Social Change, Elsevier, vol. 144(C), pages 205-220.
  23. Sanghoon Lee & Wonjoon Kim, 2017. "The knowledge network dynamics in a mobile ecosystem: a patent citation analysis," Scientometrics, Springer;Akadémiai Kiadó, vol. 111(2), pages 717-742, May.
  24. Rengarajan, Srinath & Moser, Roger & Narayanamurthy, Gopalakrishnan, 2021. "Strategy tools in dynamic environments – An expert-panel study," Technological Forecasting and Social Change, Elsevier, vol. 165(C).
  25. Jinho Choi & Nina Shin & Yong Sik Chang, 2021. "Strategic Investment Decisions for Emerging Technology Fields in the Health Care Sector Based on M&A Analysis," Sustainability, MDPI, vol. 13(7), pages 1-20, March.
  26. Wu, Keye & Sun, Jianjun & Wang, Jiajie & Kang, Lele, 2025. "How does science convergence influence technology convergence? Different impacts of science-push and technology-pull," Technological Forecasting and Social Change, Elsevier, vol. 215(C).
  27. Pan, Maomao & Bai, Min & Ren, Xiaoxiao, 2022. "Does internet convergence improve manufacturing enterprises’ competitive advantage? Empirical research based on the mediation effect model," Technology in Society, Elsevier, vol. 69(C).
  28. Weiliang Chen & Xinjian Huang & Yanhong Liu & Yan Song, 2019. "Does Industry Integration Improve the Competitiveness of China’s Electronic Information Industry?—Evidence from the Integration of the Electronic Information Industry and Financial Industry," Sustainability, MDPI, vol. 11(9), pages 1-18, May.
  29. Langley, David J. & van Doorn, Jenny & Ng, Irene C.L. & Stieglitz, Stefan & Lazovik, Alexander & Boonstra, Albert, 2021. "The Internet of Everything: Smart things and their impact on business models," Journal of Business Research, Elsevier, vol. 122(C), pages 853-863.
  30. Kose, Toshihiro & Sakata, Ichiro, 2019. "Identifying technology convergence in the field of robotics research," Technological Forecasting and Social Change, Elsevier, vol. 146(C), pages 751-766.
  31. Kanger, Laur & Bone, Frédérique & Rotolo, Daniele & Steinmueller, W. Edward & Schot, Johan, 2022. "Deep transitions: A mixed methods study of the historical evolution of mass production," Technological Forecasting and Social Change, Elsevier, vol. 177(C).
  32. Heo, Pil Sun & Lee, Duk Hee, 2019. "Evolution patterns and network structural characteristics of industry convergence," Structural Change and Economic Dynamics, Elsevier, vol. 51(C), pages 405-426.
  33. Bohnsack, René & Kurtz, Hannes & Hanelt, André, 2021. "Re-examining path dependence in the digital age: The evolution of connected car business models," Research Policy, Elsevier, vol. 50(9).
  34. Chunbo Zhou & Marios Sotiriadis, 2021. "Exploring and Evaluating the Impact of ICTs on Culture and Tourism Industries’ Convergence: Evidence from China," Sustainability, MDPI, vol. 13(21), pages 1-18, October.
  35. Kim, Juram & Kim, Seungho & Lee, Changyong, 2019. "Anticipating technological convergence: Link prediction using Wikipedia hyperlinks," Technovation, Elsevier, vol. 79(C), pages 25-34.
  36. Sajad Ashouri & Anne-Laure Mention & Kosmas X. Smyrnios, 2021. "Anticipation and analysis of industry convergence using patent-level indicators," Scientometrics, Springer;Akadémiai Kiadó, vol. 126(7), pages 5727-5758, July.
  37. Walrave, Bob & Gilsing, Victor A., 2023. "Game of skill or game of luck? Distant search in response to performance feedback," Technovation, Elsevier, vol. 121(C).
  38. Yanyan Liu & Ying Cheng & Wei Liu, 2018. "Understanding Gatekeeping Transformation in the Chinese EV Industry: An Exploratory Study of the Focal Firms' Cross-industrial Interactions," Interdisciplinary Description of Complex Systems - scientific journal, Croatian Interdisciplinary Society Provider Homepage: http://indecs.eu, vol. 16(3-B), pages 485-503.
  39. Zhentao Li & Hongping Yan & Xiuxin Liu, 2023. "Evaluation of China’s Rural Industrial Integration Development Level, Regional Differences, and Development Direction," Sustainability, MDPI, vol. 15(3), pages 1-17, January.
  40. Kwak, Kiho & Kim, Wonjoon & Park, Kyungbae, 2018. "Complementary multiplatforms in the growing innovation ecosystem: Evidence from 3D printing technology," Technological Forecasting and Social Change, Elsevier, vol. 136(C), pages 192-207.
  41. Paolo Calvosa, 2021. "Entry, Exit and Innovation over the Industry Life Cycle in Converging Sectors: An Analysis of the Smartphone Industry," International Journal of Business and Management, Canadian Center of Science and Education, vol. 15(12), pages 151-151, July.
  42. Seo, Wonchul & Afifuddin, Mokh, 2024. "Developing a supervised learning model for anticipating potential technology convergence between technology topics," Technological Forecasting and Social Change, Elsevier, vol. 203(C).
  43. Jee, Su Jung & Kwon, Minji & Ha, Jung Moon & Sohn, So Young, 2019. "Exploring the forward citation patterns of patents based on the evolution of technology fields," Journal of Informetrics, Elsevier, vol. 13(4).
  44. Jianjia He & Yue Wang, 2023. "Patent-Based Analysis of China’s Emergency Logistics Industry Convergence," Sustainability, MDPI, vol. 15(5), pages 1-13, March.
  45. Ying Tang & Xuming Lou & Zifeng Chen & Chengjin Zhang, 2020. "A Study on Dynamic Patterns of Technology Convergence with IPC Co-Occurrence-Based Analysis: The Case of 3D Printing," Sustainability, MDPI, vol. 12(7), pages 1-26, March.
  46. Hyeokseong Lee & Namil Kim & Kiho Kwak & Wonjoon Kim & Hyungjoon Soh & Kyungbae Park, 2016. "Diffusion Patterns in Convergence among High-Technology Industries: A Co-Occurrence-Based Analysis of Newspaper Article Data," Sustainability, MDPI, vol. 8(10), pages 1-18, October.
  47. Aaldering, Lukas Jan & Leker, Jens & Song, Chie Hoon, 2019. "Uncovering the dynamics of market convergence through M&A," Technological Forecasting and Social Change, Elsevier, vol. 138(C), pages 95-114.
  48. Jianjia He & Danyuan Wang, 2023. "Impact of Economic Policy Uncertainty on Industrial Convergence: Evidence from China," Sustainability, MDPI, vol. 15(13), pages 1-15, June.
  49. Ohlert, Simon & Laibach, Natalie & Harms, Rainer & Bröring, Stefanie, 2025. "Opportunity recognition in the tension field of knowledge and learning: The case of converging industries," Journal of Business Research, Elsevier, vol. 186(C).
  50. Dal Mas, F. & Massaro, M. & Ndou, V. & Raguseo, E., 2023. "Blockchain technologies for sustainability in the agrifood sector: A literature review of academic research and business perspectives," Technological Forecasting and Social Change, Elsevier, vol. 187(C).
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