{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,2]],"date-time":"2026-04-02T15:49:23Z","timestamp":1775144963761,"version":"3.50.1"},"publisher-location":"Singapore","reference-count":23,"publisher":"Springer Nature Singapore","isbn-type":[{"value":"9789819512324","type":"print"},{"value":"9789819512331","type":"electronic"}],"license":[{"start":{"date-parts":[[2025,8,19]],"date-time":"2025-08-19T00:00:00Z","timestamp":1755561600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2025,8,19]],"date-time":"2025-08-19T00:00:00Z","timestamp":1755561600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2026]]},"DOI":"10.1007\/978-981-95-1233-1_2","type":"book-chapter","created":{"date-parts":[[2025,8,22]],"date-time":"2025-08-22T06:05:26Z","timestamp":1755842726000},"page":"16-26","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Modeling Competitive Behavior in\u00a0Weight-Unbalanced Social Networks"],"prefix":"10.1007","author":[{"given":"Ruoxiao","family":"Liu","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jiayi","family":"Wang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2025,8,19]]},"reference":[{"key":"2_CR1","doi-asserted-by":"publisher","first-page":"33203","DOI":"10.1109\/ACCESS.2021.3059821","volume":"9","author":"L-A Cotfas","year":"2021","unstructured":"Cotfas, L.-A., Delcea, C., Roxin, I., Ioan\u0103\u015f, C., Gherai, D.S., Tajariol, F.: The longest month: analyzing COVID-19 vaccination opinions dynamics from tweets in the month following the first vaccine announcement. IEEE Access 9, 33203\u201333223 (2021)","journal-title":"IEEE Access"},{"issue":"3","key":"2_CR2","doi-asserted-by":"publisher","first-page":"948","DOI":"10.1109\/TCSS.2022.3169332","volume":"9","author":"B Chen","year":"2022","unstructured":"Chen, B., et al.: Public opinion dynamics in cyberspace on Russia-Ukraine war: a case analysis with Chinese Weibo. IEEE Trans. Comput. Soc. Syst. 9(3), 948\u2013958 (2022)","journal-title":"IEEE Trans. Comput. Soc. Syst."},{"issue":"3","key":"2_CR3","doi-asserted-by":"publisher","first-page":"632","DOI":"10.1109\/TCSS.2020.2974899","volume":"7","author":"H-S Ahn","year":"2020","unstructured":"Ahn, H.-S., Tran, Q.V., Trinh, M.H., Ye, M., Liu, J., Moore, K.L.: Opinion dynamics with cross-coupling topics: modeling and analysis. IEEE Trans. Comput. Soc. Syst. 7(3), 632\u2013647 (2020)","journal-title":"IEEE Trans. Comput. Soc. Syst."},{"issue":"8","key":"2_CR4","doi-asserted-by":"publisher","first-page":"3339","DOI":"10.1109\/TAC.2018.2879599","volume":"64","author":"F Liu","year":"2019","unstructured":"Liu, F., Xue, D., Hirche, S., Buss, M.: Polarizability, consensusability, and neutralizability of opinion dynamics on coopetitive networks. IEEE Trans. Autom. Control 64(8), 3339\u20133346 (2019)","journal-title":"IEEE Trans. Autom. Control"},{"issue":"3","key":"2_CR5","doi-asserted-by":"publisher","first-page":"1347","DOI":"10.1109\/TCSS.2022.3163799","volume":"10","author":"S Li","year":"2023","unstructured":"Li, S., Jin, L., Li, S.: Modeling and analysis of competitive behavior in social systems. IEEE Trans. Comput. Soc. Syst. 10(3), 1347\u20131355 (2023)","journal-title":"IEEE Trans. Comput. Soc. Syst."},{"issue":"3","key":"2_CR6","doi-asserted-by":"publisher","first-page":"3574","DOI":"10.1109\/TII.2023.3308330","volume":"20","author":"L Jin","year":"2024","unstructured":"Jin, L., Chen, Y., Liu, M.: A noise-tolerant $$k$$-WTA model with its application on multirobot system. IEEE Trans. Ind. Informat. 20(3), 3574\u20133584 (2024)","journal-title":"IEEE Trans. Ind. Informat."},{"key":"2_CR7","doi-asserted-by":"crossref","unstructured":"Sam, D.B., Sajjan, N.N., Maurya, H., Babu, R.V.: Almost unsupervised learning for dense crowd counting. In: Proceedings of the 33rd AAAI Conference on Artificial Intelligence, pp. 8868\u20138875 (2019)","DOI":"10.1609\/aaai.v33i01.33018868"},{"key":"2_CR8","doi-asserted-by":"crossref","unstructured":"Liang, D., Indiveri, G.: A neuromorphic computational primitive for robust context-dependent decision making and context-dependent stochastic computation. IEEE Trans. Circuits Syst. II Exp. Briefs 66(5), 843\u2013847 (2019)","DOI":"10.1109\/TCSII.2019.2907848"},{"key":"2_CR9","doi-asserted-by":"publisher","first-page":"74","DOI":"10.1016\/j.ins.2022.11.090","volume":"621","author":"S Liang","year":"2023","unstructured":"Liang, S., Peng, B., Stanimirovi\u0107, P.S., Jin, L.: Design, analysis, and application of projected $$k$$-winner-take-all network. Inf. Sci. 621, 74\u201387 (2023)","journal-title":"Inf. Sci."},{"issue":"6","key":"2_CR10","doi-asserted-by":"publisher","first-page":"1500","DOI":"10.1109\/TNN.2006.881046","volume":"17","author":"S Liu","year":"2006","unstructured":"Liu, S., Wang, J.: A simplified dual neural network for quadratic programming with its $$k$$WTA application. IEEE Trans. Neural Netw. 17(6), 1500\u20131510 (2006)","journal-title":"IEEE Trans. Neural Netw."},{"key":"2_CR11","doi-asserted-by":"crossref","unstructured":"Gu, S., Zhang, J.: FPGA implementation of $$k$$-winners-take-all neural network based on linear programming formulation. In: 2016 Eighth International Conference on Advanced Computational Intelligence, pp. 55\u201359 (2016)","DOI":"10.1109\/ICACI.2016.7449803"},{"issue":"8","key":"2_CR12","doi-asserted-by":"publisher","first-page":"8515","DOI":"10.1109\/TCYB.2021.3079457","volume":"52","author":"Y Qi","year":"2022","unstructured":"Qi, Y., Jin, L., Luo, X., Shi, Y., Liu, M.: Robust $$k$$-WTA network generation, analysis, and applications to multiagent coordination. IEEE Trans. Cybern. 52(8), 8515\u20138527 (2022)","journal-title":"IEEE Trans. Cybern."},{"key":"2_CR13","doi-asserted-by":"crossref","unstructured":"Zhu, Y., Yu, W., Wen, G., Ren, W.: Continuous-time coordination algorithm for distributed convex optimization over weight-unbalanced directed networks. IEEE Trans. Circuits Syst. II Exp. Briefs 66(7), 1202\u20131206 (2019)","DOI":"10.1109\/TCSII.2018.2878250"},{"key":"2_CR14","doi-asserted-by":"crossref","unstructured":"Lu, Y., Zhao, Y., Zhang, J., Hu, J., Hu, X.: Fuzzy hegselmann-krause opinion dynamics with opinion leaders. In: 2019 Chinese Control Conference, pp. 6019\u20136024 (2019)","DOI":"10.23919\/ChiCC.2019.8865519"},{"key":"2_CR15","unstructured":"Di Giovanni, F., Giusti, L., Barbero, F., Luise, G., Lio, P., Bronstein, M.M.: On over-squashing in message passing neural networks: the impact of width, depth, and topology. In: Proceedings of the 40th International Conference on Machine Learning, pp. 7865\u20137885 (2023)"},{"issue":"1","key":"2_CR16","doi-asserted-by":"publisher","first-page":"641","DOI":"10.1109\/TCYB.2022.3159367","volume":"53","author":"L Jin","year":"2023","unstructured":"Jin, L., Liang, S., Luo, X., Zhou, M.: Distributed and time-delayed $$k$$-winner-take-all network for competitive coordination of multiple robots. IEEE Trans. Cybern. 53(1), 641\u2013652 (2023)","journal-title":"IEEE Trans. Cybern."},{"issue":"8","key":"2_CR17","doi-asserted-by":"publisher","first-page":"4966","DOI":"10.1109\/TSMC.2024.3392210","volume":"54","author":"L Jin","year":"2024","unstructured":"Jin, L., Du, W., Ma, D., Jiao, L., Li, S.: Pseudoinverse-free recurrent neural dynamics for time-dependent system of linear equations with constraints on variable and its derivatives. IEEE Trans. Syst. Man Cybern. Syst. 54(8), 4966\u20134975 (2024)","journal-title":"IEEE Trans. Syst. Man Cybern. Syst."},{"issue":"4","key":"2_CR18","doi-asserted-by":"publisher","first-page":"3866","DOI":"10.1109\/TNSE.2024.3389741","volume":"11","author":"M Liu","year":"2024","unstructured":"Liu, M., Zhang, J., Xiao, X., Jin, L.: Opinion dynamics considering matthew effect under switching topology in social networks. IEEE Trans. Netw. Sci. Eng. 11(4), 3866\u20133875 (2024)","journal-title":"IEEE Trans. Netw. Sci. Eng."},{"key":"2_CR19","doi-asserted-by":"publisher","first-page":"11436","DOI":"10.1109\/TMC.2024.3397242","volume":"23","author":"M Liu","year":"2024","unstructured":"Liu, M., Li, Y., Chen, Y., Qi, Y., Jin, L.: A distributed competitive and collaborative coordination for multirobot systems. IEEE Trans. Mob. Comput. 23, 11436\u201311448 (2024)","journal-title":"IEEE Trans. Mob. Comput."},{"key":"2_CR20","doi-asserted-by":"crossref","unstructured":"Yang, P., Freeman, R., Gordon, G., Lynch, K., Srinivasa, S., Sukthankar, R.: Decentralized estimation and control of graph connectivity for mobile sensor networks. In: 2008 American Control Conference, pp. 2678\u20132683 (2008)","DOI":"10.1109\/ACC.2008.4586897"},{"issue":"2","key":"2_CR21","doi-asserted-by":"publisher","first-page":"992","DOI":"10.1109\/TAC.2016.2566880","volume":"62","author":"L Jin","year":"2017","unstructured":"Jin, L., Zhang, Y., Li, S., Zhang, Y.: Noise-tolerant ZNN models for solving time-varying zero-finding problems: a control-theoretic approach. IEEE Trans. Autom. Control 62(2), 992\u2013997 (2017)","journal-title":"IEEE Trans. Autom. Control"},{"key":"2_CR22","doi-asserted-by":"crossref","unstructured":"Liang, S., Jin, L.: Distributed $$k$$-winner-take-all network under weight-unbalanced topology. IEEE Trans. Circuits Syst. II Exp. Briefs 71(2), 717\u2013721 (2024)","DOI":"10.1109\/TCSII.2023.3306732"},{"issue":"1","key":"2_CR23","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/s42001-021-00117-9","volume":"5","author":"E Chen","year":"2022","unstructured":"Chen, E., Deb, A., Ferrara, E.: #Election2020: the first public twitter dataset on the 2020 us presidential election. J. Comput. Soc. Sci. 5(1), 1\u201318 (2022)","journal-title":"J. Comput. Soc. Sci."}],"container-title":["Lecture Notes in Computer Science","Advances in Neural Networks \u2013 ISNN 2025"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-981-95-1233-1_2","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,4,2]],"date-time":"2026-04-02T14:52:06Z","timestamp":1775141526000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-981-95-1233-1_2"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,8,19]]},"ISBN":["9789819512324","9789819512331"],"references-count":23,"URL":"https:\/\/doi.org\/10.1007\/978-981-95-1233-1_2","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,8,19]]},"assertion":[{"value":"19 August 2025","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"ISNN","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Symposium on Neural Networks","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Zhangye","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"China","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2025","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"22 August 2025","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"24 August 2025","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"19","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"isnn2025","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/conference.cs.cityu.edu.hk\/isnn\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}