{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,1]],"date-time":"2026-06-01T05:01:03Z","timestamp":1780290063068,"version":"3.54.0"},"reference-count":51,"publisher":"Springer Science and Business Media LLC","issue":"5","license":[{"start":{"date-parts":[[2026,4,30]],"date-time":"2026-04-30T00:00:00Z","timestamp":1777507200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2026,4,30]],"date-time":"2026-04-30T00:00:00Z","timestamp":1777507200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["72301112"],"award-info":[{"award-number":["72301112"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100003453","name":"Natural Science Foundation of Guangdong Province","doi-asserted-by":"publisher","award":["2024A1515011842"],"award-info":[{"award-number":["2024A1515011842"]}],"id":[{"id":"10.13039\/501100003453","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Guangdong Philosophy and Social Sciences Planning Project","award":["project title: Research on university patent value assessment"],"award-info":[{"award-number":["project title: Research on university patent value assessment"]}]},{"name":"Guangdong Philosophy and Social Sciences Planning Project","award":["recommendation based on large language models"],"award-info":[{"award-number":["recommendation based on large language models"]}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Scientometrics"],"published-print":{"date-parts":[[2026,5]]},"DOI":"10.1007\/s11192-026-05649-3","type":"journal-article","created":{"date-parts":[[2026,4,30]],"date-time":"2026-04-30T10:55:59Z","timestamp":1777546559000},"page":"3645-3677","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Sequential patent recommendation for alliance firms: a deep learning approach integrating technological diversity and peer influence"],"prefix":"10.1007","volume":"131","author":[{"given":"Zhaobin","family":"Liu","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5380-4219","authenticated-orcid":false,"given":"Weiwei","family":"Deng","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jicheng","family":"Zeng","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"WeiJing","family":"Zhu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jian","family":"Ma","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2026,4,30]]},"reference":[{"issue":"5","key":"5649_CR1","doi-asserted-by":"publisher","DOI":"10.1016\/j.respol.2024.104990","volume":"53","author":"S Barbosa","year":"2024","unstructured":"Barbosa, S., S\u00e1iz, P., & Zof\u00edo, J. L. (2024). The emergence and historical evolution of innovation networks: On the factors promoting and hampering patent collaboration in technological lagging economies. Research Policy, 53(5), Article 104990. https:\/\/doi.org\/10.1016\/j.respol.2024.104990","journal-title":"Research Policy"},{"issue":"6","key":"5649_CR2","doi-asserted-by":"publisher","first-page":"1163","DOI":"10.1108\/MD-04-2016-0220","volume":"55","author":"F Caviggioli","year":"2017","unstructured":"Caviggioli, F., Marco, A. D., Scellato, G., & Ughetto, E. (2017). Corporate strategies for technology acquisition: Evidence from patent transactions. Management Decision, 55(6), 1163\u20131181. https:\/\/doi.org\/10.1108\/MD-04-2016-0220","journal-title":"Management Decision"},{"issue":"4","key":"5649_CR3","doi-asserted-by":"publisher","first-page":"466","DOI":"10.1111\/ijmr.12205","volume":"21","author":"R Ceipek","year":"2019","unstructured":"Ceipek, R., Hautz, J., Mayer, M. C. J., & Matzler, K. (2019). Technological diversification: A systematic review of antecedents, outcomes and moderating effects. International Journal of Management Reviews, 21(4), 466\u2013497. https:\/\/doi.org\/10.1111\/ijmr.12205","journal-title":"International Journal of Management Reviews"},{"key":"5649_CR4","doi-asserted-by":"crossref","unstructured":"Cen, Y., Zhang, J., Zou, X., Zhou, C., Yang, H., & Tang, J. (2020). Controllable multi-interest framework for recommendation. In Proceedings of the 26th ACM SIGKDD international conference on knowledge discovery & data mining (pp. 2942-2951).","DOI":"10.1145\/3394486.3403344"},{"key":"5649_CR5","doi-asserted-by":"publisher","DOI":"10.1016\/j.jcorpfin.2023.102418","volume":"80","author":"TJ Chemmanur","year":"2023","unstructured":"Chemmanur, T. J., Shen, Y., & Xie, J. (2023). Innovation beyond firm boundaries: Strategic alliances and corporate innovation. Journal of Corporate Finance, 80, Article 102418. https:\/\/doi.org\/10.1016\/j.jcorpfin.2023.102418","journal-title":"Journal of Corporate Finance"},{"issue":"1","key":"5649_CR6","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-023-28766-y","volume":"13","author":"H Chen","year":"2023","unstructured":"Chen, H., & Deng, W. (2023). Interpretable patent recommendation with knowledge graph and deep learning. Scientific Reports, 13(1), Article 2586. https:\/\/doi.org\/10.1038\/s41598-023-28766-y","journal-title":"Scientific Reports"},{"issue":"3","key":"5649_CR7","doi-asserted-by":"publisher","first-page":"2091","DOI":"10.1007\/s11192-020-03666-4","volume":"125","author":"J Chen","year":"2020","unstructured":"Chen, J., Chen, J., Zhao, S., Zhang, Y., & Tang, J. (2020). Exploiting word embedding for heterogeneous topic model towards patent recommendation. Scientometrics, 125(3), 2091\u20132108. https:\/\/doi.org\/10.1007\/s11192-020-03666-4","journal-title":"Scientometrics"},{"issue":"1","key":"5649_CR8","doi-asserted-by":"publisher","first-page":"157","DOI":"10.1007\/s11192-012-0734-5","volume":"92","author":"JH Chen","year":"2012","unstructured":"Chen, J. H., Lo, S., Jang, S. L., & Huang, C. C. (2012). Strategic partnership and its effect on external learning of technology descendants. Scientometrics, 92(1), 157\u2013179. https:\/\/doi.org\/10.1007\/s11192-012-0734-5","journal-title":"Scientometrics"},{"issue":"1","key":"5649_CR9","doi-asserted-by":"publisher","first-page":"35","DOI":"10.1145\/3645057.3645061","volume":"55","author":"Y Chen","year":"2024","unstructured":"Chen, Y., Zhu, P., Ma, J., Huang, X., & Qin, J. (2024). A trust-enhanced patent recommendation approach to university-industry technology transfer. SIGMIS Database, 55(1), 35\u201355. https:\/\/doi.org\/10.1145\/3645057.3645061","journal-title":"SIGMIS Database"},{"key":"5649_CR10","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2023.122887","volume":"243","author":"Y Cheng","year":"2024","unstructured":"Cheng, Y., Fan, Y., Wang, Y., & Li, X. (2024). Accurate multi-interest modeling for sequential recommendation with attention and distillation capsule network. Expert Systems with Applications, 243, Article 122887. https:\/\/doi.org\/10.1016\/j.eswa.2023.122887","journal-title":"Expert Systems with Applications"},{"issue":"11","key":"5649_CR11","doi-asserted-by":"publisher","first-page":"6615","DOI":"10.1007\/s11192-022-04301-0","volume":"127","author":"J Choi","year":"2022","unstructured":"Choi, J., Lee, J., Yoon, J., Jang, S., Kim, J., & Choi, S. (2022). A two-stage deep learning-based system for patent citation recommendation. Scientometrics, 127(11), 6615\u20136636. https:\/\/doi.org\/10.1007\/s11192-022-04301-0","journal-title":"Scientometrics"},{"issue":"6","key":"5649_CR12","doi-asserted-by":"publisher","first-page":"2445","DOI":"10.1287\/mnsc.2017.2924","volume":"65","author":"Y Chu","year":"2019","unstructured":"Chu, Y., Tian, X., & Wang, W. (2019). Corporate innovation along the supply chain. Management Science, 65(6), 2445\u20132466. https:\/\/doi.org\/10.1287\/mnsc.2017.2924","journal-title":"Management Science"},{"issue":"4","key":"5649_CR13","doi-asserted-by":"publisher","first-page":"1435","DOI":"10.1007\/s10660-021-09471-2","volume":"22","author":"W Deng","year":"2022","unstructured":"Deng, W., & Ma, J. (2022). A knowledge graph approach for recommending patents to companies. Electronic Commerce Research, 22(4), 1435\u20131466. https:\/\/doi.org\/10.1007\/s10660-021-09471-2","journal-title":"Electronic Commerce Research"},{"issue":"4","key":"5649_CR14","doi-asserted-by":"publisher","DOI":"10.1016\/j.ipm.2023.103377","volume":"60","author":"W Deng","year":"2023","unstructured":"Deng, W., Zhu, P., Chen, H., Yuan, T., & Wu, J. (2023). Knowledge-aware sequence modelling with deep learning for online course recommendation. Information Processing & Management, 60(4), Article 103377. https:\/\/doi.org\/10.1016\/j.ipm.2023.103377","journal-title":"Information Processing & Management"},{"key":"5649_CR15","doi-asserted-by":"crossref","unstructured":"Du, Y., Wang, Z., Sun, Z., Ma, Y., Liu, H., & Zhang, J. (2024). Disentangled multi-interest representation learning for sequential recommendation. In Proceedings of the 30th ACM SIGKDD conference on knowledge discovery and data mining (pp. 677-688).","DOI":"10.1145\/3637528.3671800"},{"issue":"3","key":"5649_CR16","doi-asserted-by":"publisher","first-page":"814","DOI":"10.1177\/01655515211023937","volume":"49","author":"W Du","year":"2023","unstructured":"Du, W., Jiang, G., Xu, W., & Ma, J. (2023). Sequential patent trading recommendation using knowledge-aware attentional bidirectional long short-term memory network (KBiLSTM). Journal of Information Science, 49(3), 814\u2013830. https:\/\/doi.org\/10.1177\/01655515211023937","journal-title":"Journal of Information Science"},{"issue":"4","key":"5649_CR17","doi-asserted-by":"publisher","first-page":"1155","DOI":"10.1109\/TEM.2019.2923922","volume":"68","author":"SI Giura","year":"2021","unstructured":"Giura, S. I., & Kumar, S. (2021). The impact of alliances on knowledge growth within firms. IEEE Transactions on Engineering Management, 68(4), 1155\u20131167. https:\/\/doi.org\/10.1109\/TEM.2019.2923922","journal-title":"IEEE Transactions on Engineering Management"},{"key":"5649_CR18","doi-asserted-by":"crossref","unstructured":"Giuri, P., Hagedoorn, J., & Mariani, M. (2004). Technological Diversification and Strategic Alliances. In The Economics and Management of Technological Diversification (pp. 116\u2013151). Routledge. https:\/\/iris.unibocconi.it\/handle\/11565\/53111","DOI":"10.4324\/9780203642030.ch5"},{"issue":"4","key":"5649_CR19","doi-asserted-by":"publisher","first-page":"781","DOI":"10.2307\/2393616","volume":"43","author":"R Gulati","year":"1998","unstructured":"Gulati, R., & Singh, H. (1998). The architecture of cooperation: Managing coordination costs and appropriation concerns in strategic alliances. Administrative Science Quarterly, 43(4), 781\u2013814. https:\/\/doi.org\/10.2307\/2393616","journal-title":"Administrative Science Quarterly"},{"key":"5649_CR20","doi-asserted-by":"crossref","unstructured":"Ji, X., Gu, X., Dai, F., Chen, J., & Le, C. (2011). Patent collaborative filtering recommendation approach based on patent similarity. In 2011 eighth international conference on fuzzy systems and knowledge discovery (FSKD) (Vol. 3, pp. 1699-1703). IEEE.","DOI":"10.1109\/FSKD.2011.6019821"},{"key":"5649_CR21","doi-asserted-by":"crossref","unstructured":"Ji, G., He, S., Xu, L., Liu, K., & Zhao, J. (2015,). Knowledge graph embedding via dynamic mapping matrix. In Proceedings of the 53rd annual meeting of the association for computational linguistics and the 7th international joint conference on natural language processing (volume 1: Long papers) (pp. 687-696).","DOI":"10.3115\/v1\/P15-1067"},{"key":"5649_CR22","doi-asserted-by":"publisher","DOI":"10.1016\/j.techfore.2021.120871","volume":"170","author":"S-P Jun","year":"2021","unstructured":"Jun, S.-P., Yoo, H. S., & Hwang, J. (2021). A hybrid recommendation model for successful R&D collaboration: Mixing machine learning and discriminant analysis. Technological Forecasting and Social Change, 170, Article 120871. https:\/\/doi.org\/10.1016\/j.techfore.2021.120871","journal-title":"Technological Forecasting and Social Change"},{"key":"5649_CR23","doi-asserted-by":"publisher","first-page":"68","DOI":"10.1016\/j.indmarman.2023.02.011","volume":"110","author":"M Kohtam\u00e4ki","year":"2023","unstructured":"Kohtam\u00e4ki, M., Rabetino, R., & Huikkola, T. (2023). Learning in strategic alliances: Reviewing the literature streams and crafting the agenda for future research. Industrial Marketing Management, 110, 68\u201384. https:\/\/doi.org\/10.1016\/j.indmarman.2023.02.011","journal-title":"Industrial Marketing Management"},{"issue":"6","key":"5649_CR24","doi-asserted-by":"publisher","first-page":"3199","DOI":"10.1002\/mde.3872","volume":"44","author":"J Lee","year":"2023","unstructured":"Lee, J., & Kim, N. (2023). Innovation performance feedback and patent acquisition from the market: A behavioral perspective. Managerial and Decision Economics, 44(6), 3199\u20133214. https:\/\/doi.org\/10.1002\/mde.3872","journal-title":"Managerial and Decision Economics"},{"issue":"1","key":"5649_CR25","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/s11192-020-03731-y","volume":"126","author":"J Lee","year":"2021","unstructured":"Lee, J., & Sohn, S. Y. (2021). Recommendation system for technology convergence opportunities based on self-supervised representation learning. Scientometrics, 126(1), 1\u201325. https:\/\/doi.org\/10.1007\/s11192-020-03731-y","journal-title":"Scientometrics"},{"issue":"6","key":"5649_CR26","doi-asserted-by":"publisher","first-page":"567","DOI":"10.1111\/j.1540-5885.2007.00272.x","volume":"24","author":"B Leten","year":"2007","unstructured":"Leten, B., Belderbos, R., & Van Looy, B. (2007). Technological diversification, coherence, and performance of firms. Journal of Product Innovation Management, 24(6), 567\u2013579. https:\/\/doi.org\/10.1111\/j.1540-5885.2007.00272.x","journal-title":"Journal of Product Innovation Management"},{"issue":"11","key":"5649_CR27","doi-asserted-by":"publisher","first-page":"5065","DOI":"10.1287\/mnsc.2018.3085","volume":"65","author":"K Li","year":"2019","unstructured":"Li, K., Qiu, J., & Wang, J. (2019). Technology conglomeration, strategic alliances, and corporate innovation. Management Science, 65(11), 5065\u20135090. https:\/\/doi.org\/10.1287\/mnsc.2018.3085","journal-title":"Management Science"},{"key":"5649_CR28","doi-asserted-by":"publisher","DOI":"10.1080\/09544828.2024.2339713","author":"M Li","year":"2024","unstructured":"Li, M., Wang, Z., Yan, Z., Liang, X., & Liu, J. (2024). Promoting knowledge recommendation in innovative engineering design: A BERT-GAT-based patent representation learning approach. Journal of Engineering Design. https:\/\/doi.org\/10.1080\/09544828.2024.2339713","journal-title":"Journal of Engineering Design"},{"key":"5649_CR29","doi-asserted-by":"publisher","first-page":"575","DOI":"10.1016\/j.techfore.2014.02.014","volume":"90","author":"C Lin","year":"2015","unstructured":"Lin, C., & Chang, C.-C. (2015). The effect of technological diversification on organizational performance: An empirical study of S&P 500 manufacturing firms. Technological Forecasting and Social Change, 90, 575\u2013586. https:\/\/doi.org\/10.1016\/j.techfore.2014.02.014","journal-title":"Technological Forecasting and Social Change"},{"key":"5649_CR30","unstructured":"Liu, Z., Deng, W., Chen, H., & Ma, J. (2023). Meet the technological needs of industrial clusters with privacy concerns: A patent recommendation method based on federated learning. ICEB 2023 Proceedings (Chiayi, Taiwan). https:\/\/aisel.aisnet.org\/iceb2023\/38"},{"issue":"5","key":"5649_CR31","doi-asserted-by":"publisher","first-page":"868","DOI":"10.1080\/00343404.2022.2107192","volume":"57","author":"Y Liu","year":"2023","unstructured":"Liu, Y., Wu, Y., & Zhu, X. (2023a). Development zones and firms\u2019 performance: The impact of development zones on firms\u2019 performance for a Chinese industrial cluster. Regional Studies, 57(5), 868\u2013879. https:\/\/doi.org\/10.1080\/00343404.2022.2107192","journal-title":"Regional Studies"},{"key":"5649_CR32","doi-asserted-by":"publisher","first-page":"2097","DOI":"10.1109\/TEM.2025.3570659","volume":"72","author":"Z Liu","year":"2025","unstructured":"Liu, Z., Wang, X., & Feng, J. (2025). Firm-specific patent recommendation using topology-based link prediction and SAO embedding method. IEEE Transactions on Engineering Management, 72, 2097\u20132115. https:\/\/doi.org\/10.1109\/TEM.2025.3570659","journal-title":"IEEE Transactions on Engineering Management"},{"issue":"6","key":"5649_CR33","doi-asserted-by":"publisher","first-page":"3089","DOI":"10.1007\/s11192-024-05052-w","volume":"129","author":"Z Liu","year":"2024","unstructured":"Liu, Z., Zhang, Y., Deng, W., Ma, J., & Fan, X. (2024). A deep learning method for recommending university patents to industrial clusters by common technological needs mining. Scientometrics, 129(6), 3089\u20133113. https:\/\/doi.org\/10.1007\/s11192-024-05052-w","journal-title":"Scientometrics"},{"issue":"4","key":"5649_CR34","doi-asserted-by":"publisher","first-page":"2181","DOI":"10.1007\/s11192-024-04966-9","volume":"129","author":"Y Lu","year":"2024","unstructured":"Lu, Y., Tong, X., Xiong, X., & Zhu, H. (2024). Knowledge graph enhanced citation recommendation model for patent examiners. Scientometrics, 129(4), 2181\u20132203. https:\/\/doi.org\/10.1007\/s11192-024-04966-9","journal-title":"Scientometrics"},{"issue":"3","key":"5649_CR35","doi-asserted-by":"publisher","first-page":"333","DOI":"10.1108\/BJM-03-2022-0089","volume":"18","author":"A Martynov","year":"2023","unstructured":"Martynov, A. (2023). Technological diversification, technological coupling and invention performance. Baltic Journal of Management, 18(3), 333\u2013349. https:\/\/doi.org\/10.1108\/BJM-03-2022-0089","journal-title":"Baltic Journal of Management"},{"key":"5649_CR36","unstructured":"Mikolov, T., Sutskever, I., Chen, K., Corrado, G. S., & Dean, J. (2013). Distributed Representations of Words and Phrases and their Compositionality. Advances in Neural Information Processing Systems, 26. https:\/\/proceedings.neurips.cc\/paper\/2013\/hash\/9aa42b31882ec039965f3c4923ce901b-Abstract.html"},{"issue":"8","key":"5649_CR37","doi-asserted-by":"publisher","first-page":"1516","DOI":"10.1002\/smj.3277","volume":"42","author":"R Morandi Stagni","year":"2021","unstructured":"Morandi Stagni, R., Fosfuri, A., & Santal\u00f3, J. (2021). A bird in the hand is worth two in the bush: Technology search strategies and competition due to import penetration. Strategic Management Journal, 42(8), 1516\u20131544. https:\/\/doi.org\/10.1002\/smj.3277","journal-title":"Strategic Management Journal"},{"issue":"S2","key":"5649_CR38","doi-asserted-by":"publisher","first-page":"77","DOI":"10.1002\/smj.4250171108","volume":"17","author":"DC Mowery","year":"1996","unstructured":"Mowery, D. C., Oxley, J. E., & Silverman, B. S. (1996). Strategic alliances and interfirm knowledge transfer. Strategic Management Journal, 17(S2), 77\u201391. https:\/\/doi.org\/10.1002\/smj.4250171108","journal-title":"Strategic Management Journal"},{"issue":"5","key":"5649_CR39","doi-asserted-by":"publisher","first-page":"466","DOI":"10.1504\/ijguc.2024.140979","volume":"15","author":"D Na","year":"2024","unstructured":"Na, D., & Chang, L. (2024). Patent personalised recommendation method based on fusing co-occurrence network and point mutual information. International Journal of Grid and Utility Computing, 15(5), 466\u2013483. https:\/\/doi.org\/10.1504\/ijguc.2024.140979","journal-title":"International Journal of Grid and Utility Computing"},{"issue":"6","key":"5649_CR40","doi-asserted-by":"publisher","first-page":"51","DOI":"10.1016\/S0007-6813(01)80073-2","volume":"44","author":"PM Norman","year":"2001","unstructured":"Norman, P. M. (2001). Are your secrets safe? Knowledge protection in strategic alliances. Business Horizons, 44(6), 51\u201360. https:\/\/doi.org\/10.1016\/S0007-6813(01)80073-2","journal-title":"Business Horizons"},{"issue":"6","key":"5649_CR41","first-page":"77","volume":"76","author":"ME Porter","year":"1998","unstructured":"Porter, M. E. (1998). Clusters and the new economics of competition. Harvard Business Review, 76(6), 77\u201390.","journal-title":"Harvard Business Review"},{"issue":"1","key":"5649_CR42","first-page":"40","volume":"7","author":"R Qiu","year":"2016","unstructured":"Qiu, R., Jang, Y., & Zhang, Y. (2016). Assessing the effectiveness of industry parks on innovation of tenant firms: Park-level evidence from China - ProQuest. Pan - Pacific Journal of Business Research, 7(1), 40\u201356.","journal-title":"Pan - Pacific Journal of Business Research"},{"key":"5649_CR43","doi-asserted-by":"publisher","DOI":"10.1016\/j.jbusres.2024.114852","volume":"183","author":"R Ran","year":"2024","unstructured":"Ran, R., Zhang, J., Yang, X., & Chen, Y. (2024). Can technological diversity drive firm resilience? Evidence from Chinese listed firms. Journal of Business Research, 183, Article 114852. https:\/\/doi.org\/10.1016\/j.jbusres.2024.114852","journal-title":"Journal of Business Research"},{"key":"5649_CR44","doi-asserted-by":"crossref","unstructured":"Rose, S., Engel, D., Cramer, N., & Cowley, W. (2010). Automatic keyword extraction from individual documents. Text mining: applications and theory, 1-20.","DOI":"10.1002\/9780470689646.ch1"},{"key":"5649_CR45","doi-asserted-by":"crossref","unstructured":"Ryu, S., & Lee, S. (2024). Personalized Technology Recommendation System Based on the Company\u2019s Technology Transfer. In 2024 Portland International Conference on Management of Engineering and Technology (PICMET) (pp. 1-7). IEEE.","DOI":"10.23919\/PICMET64035.2024.10653163"},{"key":"5649_CR46","doi-asserted-by":"crossref","unstructured":"Sun, F., Liu, J., Wu, J., Pei, C., Lin, X., Ou, W., & Jiang, P. (2019, November). BERT4Rec: Sequential recommendation with bidirectional encoder representations from transformer. In Proceedings of the 28th ACM international conference on information and knowledge management (pp. 1441-1450).","DOI":"10.1145\/3357384.3357895"},{"key":"5649_CR47","doi-asserted-by":"publisher","first-page":"1054","DOI":"10.1109\/PICMET.2015.7273153","volume":"2015","author":"B Wang","year":"2015","unstructured":"Wang, B., Subramanian, A. M., & Chai, K.-H. (2015). Patent strategy in exploration and exploitation alliances: The case of biotechnology start-ups. Portland International Conference on Management of Engineering and Technology (PICMET), 2015, 1054\u20131060. https:\/\/doi.org\/10.1109\/PICMET.2015.7273153","journal-title":"Portland International Conference on Management of Engineering and Technology (PICMET)"},{"key":"5649_CR48","doi-asserted-by":"publisher","DOI":"10.1016\/j.engappai.2023.106722","volume":"126","author":"Y Xiao","year":"2023","unstructured":"Xiao, Y., Li, C., & Th\u00fcrer, M. (2023). A patent recommendation method based on KG representation learning. Engineering Applications of Artificial Intelligence, 126, Article 106722. https:\/\/doi.org\/10.1016\/j.engappai.2023.106722","journal-title":"Engineering Applications of Artificial Intelligence"},{"key":"5649_CR49","doi-asserted-by":"publisher","DOI":"10.1016\/j.techfore.2023.123099","volume":"200","author":"X Yan","year":"2024","unstructured":"Yan, X., Han, Z., Zou, C., & Cheng, C. (2024). Assessing the role of emerging green technology transfer in sustainable development and identification of key regions in Yangtze River Delta region. Technological Forecasting and Social Change, 200, Article 123099. https:\/\/doi.org\/10.1016\/j.techfore.2023.123099","journal-title":"Technological Forecasting and Social Change"},{"issue":"6","key":"5649_CR50","doi-asserted-by":"publisher","first-page":"2074","DOI":"10.1007\/s10961-022-09953-x","volume":"48","author":"S-H Yoo","year":"2023","unstructured":"Yoo, S.-H., & Lee, C.-Y. (2023). Technological diversification, technology portfolio properties, and R&D productivity. The Journal of Technology Transfer, 48(6), 2074\u20132105. https:\/\/doi.org\/10.1007\/s10961-022-09953-x","journal-title":"The Journal of Technology Transfer"},{"key":"5649_CR51","doi-asserted-by":"publisher","first-page":"1237","DOI":"10.1145\/3589334.3645662","volume":"2024","author":"Y Zhao","year":"2024","unstructured":"Zhao, Y., Xu, M., Chen, H., Chen, Y., Cai, Y., Islam, R., Wang, Y., & Derr, T. (2024). Can One Embedding Fit All? A Multi-Interest Learning Paradigm Towards Improving User Interest Diversity Fairness. Proceedings of the ACM Web Conference, 2024, 1237\u20131248. https:\/\/doi.org\/10.1145\/3589334.3645662","journal-title":"Proceedings of the ACM Web Conference"}],"container-title":["Scientometrics"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11192-026-05649-3.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s11192-026-05649-3","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11192-026-05649-3.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,6,1]],"date-time":"2026-06-01T04:16:15Z","timestamp":1780287375000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s11192-026-05649-3"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,4,30]]},"references-count":51,"journal-issue":{"issue":"5","published-print":{"date-parts":[[2026,5]]}},"alternative-id":["5649"],"URL":"https:\/\/doi.org\/10.1007\/s11192-026-05649-3","relation":{},"ISSN":["0138-9130","1588-2861"],"issn-type":[{"value":"0138-9130","type":"print"},{"value":"1588-2861","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,4,30]]},"assertion":[{"value":"8 June 2025","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"21 April 2026","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"30 April 2026","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"The authors declare that they have no conflict of interest.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}}]}}