A novel technology life cycle analysis method based on LSTM and CRF
Author
Abstract
Suggested Citation
DOI: 10.1007/s11192-024-04946-z
Download full text from publisher
As the access to this document is restricted, you may want to search for a different version of it.
References listed on IDEAS
- Lin, Deming & Liu, Wenbin & Guo, Yinxin & Meyer, Martin, 2021. "Using technological entropy to identify technology life cycle," Journal of Informetrics, Elsevier, vol. 15(2).
- Peter Neuhäusler & Rainer Frietsch, 2013. "Patent families as macro level patent value indicators: applying weights to account for market differences," Scientometrics, Springer;Akadémiai Kiadó, vol. 96(1), pages 27-49, July.
- Huang, Ying & Li, Ruinan & Zou, Fang & Jiang, Lidan & Porter, Alan L. & Zhang, Lin, 2022. "Technology life cycle analysis: From the dynamic perspective of patent citation networks," Technological Forecasting and Social Change, Elsevier, vol. 181(C).
- Rui Li & Tamy Chambers & Ying Ding & Guo Zhang & Liansheng Meng, 2014. "Patent citation analysis: Calculating science linkage based on citing motivation," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 65(5), pages 1007-1017, May.
- Strumsky, Deborah & Lobo, José, 2015. "Identifying the sources of technological novelty in the process of invention," Research Policy, Elsevier, vol. 44(8), pages 1445-1461.
- Achilladelis, Basil & Schwarzkopf, Albert & Cines, Martin, 1990. "The dynamics of technological innovation: The case of the chemical industry," Research Policy, Elsevier, vol. 19(1), pages 1-34, February.
- Nemet, Gregory F., 2012. "Inter-technology knowledge spillovers for energy technologies," Energy Economics, Elsevier, vol. 34(5), pages 1259-1270.
- Gautam Ahuja & Curba Morris Lampert, 2001. "Entrepreneurship in the large corporation: a longitudinal study of how established firms create breakthrough inventions," Strategic Management Journal, Wiley Blackwell, vol. 22(6‐7), pages 521-543, June.
- Tong, Xuesong & Frame, J. Davidson, 1994. "Measuring national technological performance with patent claims data," Research Policy, Elsevier, vol. 23(2), pages 133-141, March.
- Chi-Shiou Lin, 2018. "An analysis of citation functions in the humanities and social sciences research from the perspective of problematic citation analysis assumptions," Scientometrics, Springer;Akadémiai Kiadó, vol. 116(2), pages 797-813, August.
- Harhoff, Dietmar & Scherer, Frederic M. & Vopel, Katrin, 2003. "Citations, family size, opposition and the value of patent rights," Research Policy, Elsevier, vol. 32(8), pages 1343-1363, September.
- Xiaodan Zhu & Peter Turney & Daniel Lemire & André Vellino, 2015. "Measuring academic influence: Not all citations are equal," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 66(2), pages 408-427, February.
- Chang, Shann-Bin, 2012. "Using patent analysis to establish technological position: Two different strategic approaches," Technological Forecasting and Social Change, Elsevier, vol. 79(1), pages 3-15.
- Sagi Akron & Roy Gelbard, 2020. "Software code flexibility profitability in light of technology life cycle," Operational Research, Springer, vol. 20(2), pages 723-746, June.
- Collins, Peter & Wyatt, Suzanne, 1988. "Citations in patents to the basic research literature," Research Policy, Elsevier, vol. 17(2), pages 65-74, April.
- Campbell, Richard S., 1983. "Patent trends as a technological forecasting tool," World Patent Information, Elsevier, vol. 5(3), pages 137-143.
- Verhoeven, Dennis & Bakker, Jurriën & Veugelers, Reinhilde, 2016.
"Measuring technological novelty with patent-based indicators,"
Research Policy, Elsevier, vol. 45(3), pages 707-723.
- Dennis Verhoeven & Jurriën Bakker & Reinhilde Veugelers, 2015. "Measuring technological novelty with patent-based indicators," Working Papers of Department of Management, Strategy and Innovation, Leuven 501835, KU Leuven, Faculty of Economics and Business (FEB), Department of Management, Strategy and Innovation, Leuven.
- Birgitte Andersen, 1999. "The hunt for S-shaped growth paths in technological innovation: a patent study," Journal of Evolutionary Economics, Springer, vol. 9(4), pages 487-526.
- Jeon, Daeseong & Ahn, Joon Mo & Kim, Juram & Lee, Changyong, 2022. "A doc2vec and local outlier factor approach to measuring the novelty of patents," Technological Forecasting and Social Change, Elsevier, vol. 174(C).
- Reitzig, Markus, 2004. "Improving patent valuations for management purposes--validating new indicators by analyzing application rationales," Research Policy, Elsevier, vol. 33(6-7), pages 939-957, September.
- Haupt, Reinhard & Kloyer, Martin & Lange, Marcus, 2007. "Patent indicators for the technology life cycle development," Research Policy, Elsevier, vol. 36(3), pages 387-398, April.
- Joshua Lerner, 1994. "The Importance of Patent Scope: An Empirical Analysis," RAND Journal of Economics, The RAND Corporation, vol. 25(2), pages 319-333, Summer.
- Manuel Trajtenberg & Adam B. Jaffe & Michael S. Fogarty, 2000. "Knowledge Spillovers and Patent Citations: Evidence from a Survey of Inventors," American Economic Review, American Economic Association, vol. 90(2), pages 215-218, May.
- Yuan Zhou & Fang Dong & Yufei Liu & Liang Ran, 2021. "A deep learning framework to early identify emerging technologies in large-scale outlier patents: an empirical study of CNC machine tool," Scientometrics, Springer;Akadémiai Kiadó, vol. 126(2), pages 969-994, February.
- Achilladelis, Basil, 1993. "The dynamics of technological innovation: The sector of antibacterial medicines," Research Policy, Elsevier, vol. 22(4), pages 279-308, August.
- Jean O. Lanjouw & Mark Schankerman, 2004. "Patent Quality and Research Productivity: Measuring Innovation with Multiple Indicators," Economic Journal, Royal Economic Society, vol. 114(495), pages 441-465, April.
Most related items
These are the items that most often cite the same works as this one and are cited by the same works as this one.- 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).
- Jungpyo Lee & So Young Sohn, 2017. "What makes the first forward citation of a patent occur earlier?," Scientometrics, Springer;Akadémiai Kiadó, vol. 113(1), pages 279-298, October.
- Haupt, Reinhard & Kloyer, Martin & Lange, Marcus, 2007. "Patent indicators for the technology life cycle development," Research Policy, Elsevier, vol. 36(3), pages 387-398, April.
- Martin Kalthaus, 2020.
"Knowledge recombination along the technology life cycle,"
Journal of Evolutionary Economics, Springer, vol. 30(3), pages 643-704, July.
- Martin Kalthaus, 2016. "Knowledge recombination along the technology life cycle," Jena Economics Research Papers 2016-012, Friedrich-Schiller-University Jena.
- Uijun Kwon & Youngjung Geum, 2020. "Identification of promising inventions considering the quality of knowledge accumulation: a machine learning approach," Scientometrics, Springer;Akadémiai Kiadó, vol. 125(3), pages 1877-1897, December.
- Grimaldi, Michele & Cricelli, Livio & Di Giovanni, Martina & Rogo, Francesco, 2015. "The patent portfolio value analysis: A new framework to leverage patent information for strategic technology planning," Technological Forecasting and Social Change, Elsevier, vol. 94(C), pages 286-302.
- Hur, Wonchang & Oh, Junbyoung, 2021. "A man is known by the company he keeps?: A structural relationship between backward citation and forward citation of patents," Research Policy, Elsevier, vol. 50(1).
- Antonio Messeni Petruzzelli & Daniele Rotolo & Vito Albino, 2014. "Determinants of Patent Citations in Biotechnology: An Analysis of Patent Influence Across the Industrial and Organizational Boundaries," SPRU Working Paper Series 2014-05, SPRU - Science Policy Research Unit, University of Sussex Business School.
- Jonathan H. Ashtor, 2019. "Investigating Cohort Similarity as an Ex Ante Alternative to Patent Forward Citations," Journal of Empirical Legal Studies, John Wiley & Sons, vol. 16(4), pages 848-880, December.
- Ugo Rizzo & Nicolò Barbieri & Laura Ramaciotti & Demian Iannantuono, 2020.
"The division of labour between academia and industry for the generation of radical inventions,"
The Journal of Technology Transfer, Springer, vol. 45(2), pages 393-413, April.
- Ugo Rizzo & Nicolò Barbieri & Laura Ramaciotti & Demian Iannantuono, 2017. "The division of labour between academia and industry for the generation of radical inventions," SEEDS Working Papers 0817, SEEDS, Sustainability Environmental Economics and Dynamics Studies, revised Nov 2017.
- Barbieri, Nicolò & Marzucchi, Alberto & Rizzo, Ugo, 2020.
"Knowledge sources and impacts on subsequent inventions: Do green technologies differ from non-green ones?,"
Research Policy, Elsevier, vol. 49(2).
- Nicolò Barbieri & Alberto Marzucchi & Ugo Rizzo, 2018. "Knowledge sources and impacts on subsequent inventions: Do green technologies differ from non-green ones?," SPRU Working Paper Series 2018-11, SPRU - Science Policy Research Unit, University of Sussex Business School.
- Nicolò Barbieri & Alberto Marzucchi & Ugo Rizzo, 2019. "Knowledge sources and impacts on subsequent inventions: Do green technologies differ from non-green ones?," SEEDS Working Papers 0819, SEEDS, Sustainability Environmental Economics and Dynamics Studies, revised Aug 2019.
- Adam B. Jaffe & Gaétan de Rassenfosse, 2017.
"Patent citation data in social science research: Overview and best practices,"
Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 68(6), pages 1360-1374, June.
- Adam B. Jaffe & Gaétan de Rassenfosse, 2016. "Patent Citation Data in Social Science Research: Overview and Best Practices," NBER Working Papers 21868, National Bureau of Economic Research, Inc.
- Hou, Jianhua & Tang, Shiqi & Zhang, Yang & Song, Haoyang, 2023. "Does prior knowledge affect patent technology diffusion? A semantic-based patent citation contribution analysis," Journal of Informetrics, Elsevier, vol. 17(2).
- Fusillo, Fabrizio, 2023. "Green Technologies and diversity in the knowledge search and output phases: Evidence from European Patents," Research Policy, Elsevier, vol. 52(4).
- Sun, Bixuan & Kolesnikov, Sergey & Goldstein, Anna & Chan, Gabriel, 2021. "A dynamic approach for identifying technological breakthroughs with an application in solar photovoltaics," Technological Forecasting and Social Change, Elsevier, vol. 165(C).
- Noh, Heeyong & Lee, Sungjoo, 2020. "What constitutes a promising technology in the era of open innovation? An investigation of patent potential from multiple perspectives," Technological Forecasting and Social Change, Elsevier, vol. 157(C).
- Nicolas van Zeebroeck & Bruno van Pottelsberghe de la Potterie, 2011.
"Filing strategies and patent value,"
Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 20(6), pages 539-561, February.
- van Pottelsberghe de la Potterie, Bruno & van Zeebroeck, Nicolas, 2008. "Filing Strategies and Patent Value," CEPR Discussion Papers 6821, C.E.P.R. Discussion Papers.
- Bruno VAN POTTELSBERGHE & Nicolas VAN ZEEBROECK, 2008. "Filing Strategies and Patent Value," EcoMod2008 23800148, EcoMod.
- Nicolas van Zeebroeck & Bruno Van Pottelsberghe, 2008. "Filing strategies and patent value," Working Papers CEB 08-016.RS, ULB -- Universite Libre de Bruxelles.
- Nicolas van Zeebroeck & Bruno Van Pottelsberghe, 2011. "Filing strategies and patent value," ULB Institutional Repository 2013/60731, ULB -- Universite Libre de Bruxelles.
- Bo Kyeong Lee & So Young Sohn, 2017. "Exploring the effect of dual use on the value of military technology patents based on the renewal decision," Scientometrics, Springer;Akadémiai Kiadó, vol. 112(3), pages 1203-1227, September.
- Youngjae Choi & Sanghyun Park & Sungjoo Lee, 2021. "Identifying emerging technologies to envision a future innovation ecosystem: A machine learning approach to patent data," Scientometrics, Springer;Akadémiai Kiadó, vol. 126(7), pages 5431-5476, July.
- Xia Fan & Wenjie Liu & Guilong Zhu, 2017. "Scientific linkage and technological innovation capabilities: international comparisons of patenting in the solar energy industry," Scientometrics, Springer;Akadémiai Kiadó, vol. 111(1), pages 117-138, April.
More about this item
Keywords
Technology life cycle; Technology progression; Long short-term memory network; Conditional random field; Multiple patent indicators;All these keywords.
Statistics
Access and download statisticsCorrections
All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:spr:scient:v:129:y:2024:i:3:d:10.1007_s11192-024-04946-z. See general information about how to correct material in RePEc.
If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.
If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .
If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.
For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .
Please note that corrections may take a couple of weeks to filter through the various RePEc services.