{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,9,11]],"date-time":"2025-09-11T21:47:34Z","timestamp":1757627254518,"version":"3.44.0"},"publisher-location":"Cham","reference-count":39,"publisher":"Springer Nature Switzerland","isbn-type":[{"type":"print","value":"9783031733536"},{"type":"electronic","value":"9783031733543"}],"license":[{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"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":[[2025]]},"DOI":"10.1007\/978-3-031-73354-3_12","type":"book-chapter","created":{"date-parts":[[2025,8,18]],"date-time":"2025-08-18T12:06:49Z","timestamp":1755518809000},"page":"287-306","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Strategic Alliances in NetLogo: A Flocking Algorithm with Reinforcement Learning"],"prefix":"10.1007","author":[{"given":"S\u00f3nia","family":"Teixeira","sequence":"first","affiliation":[]},{"given":"Pedro","family":"Campos","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2025,3,24]]},"reference":[{"key":"12_CR1","volume-title":"Strategies in Global Competition","author":"J Johanson","year":"1988","unstructured":"J. Johanson, L.G. Mattsson, Internationalization in industrial systems - a network approach, in Strategies in Global Competition, ed. by N. Hood, J. Vahlne (Croom Helm, New York, 1988)"},{"key":"12_CR2","volume-title":"Strategic Market Management","author":"DA Aaker","year":"1995","unstructured":"D.A. Aaker, Strategic Market Management, 4th edn. (Wiley, New York, 1995)","edition":"4"},{"issue":"5","key":"12_CR3","doi-asserted-by":"publisher","first-page":"65","DOI":"10.1590\/S1415-65552001000200004","volume":"5","author":"V Eiriz","year":"2001","unstructured":"V. Eiriz, Proposta de tipologia sobre alian\u00e7as estrat\u00e9gicas. Rev. Admin. Contemp. 5(5), 65\u201390 (2001). https:\/\/doi.org\/10.1590\/S1415-65552001000200004","journal-title":"Rev. Admin. Contemp."},{"key":"12_CR4","unstructured":"D. Angwin, J. Mavole, Scholes, R. Whittington, Exploring Strategy (Pearson, London, 2014)"},{"issue":"2","key":"12_CR5","first-page":"53","volume":"37","author":"M Okura","year":"2007","unstructured":"M. Okura, Coopetitive strategies of Japanese insurance firms: a game-theory approach. Int. Stud. Manag. Organ. 37(2), 53\u201369 (2007)","journal-title":"Int. Stud. Manag. Organ."},{"key":"12_CR6","doi-asserted-by":"crossref","unstructured":"R. Rusko, Exploring the concept of coopetition: a typology for the strategic moves of the finnish forest industry. Ind. Mark. Manag. 40(2), 311\u2013320 (2011). Special issue on Service-Dominant Logic in Business Markets","DOI":"10.1016\/j.indmarman.2010.10.002"},{"key":"12_CR7","doi-asserted-by":"publisher","unstructured":"I. Tlemsani, R. Matthews, M.A. Mohamed Hashim, Strategic learning alliances and cooperation: a game theory perspective on organizational collaboration. Economies 12(12), 335 (2024). https:\/\/doi.org\/10.3390\/economies12120335","DOI":"10.3390\/economies12120335"},{"key":"12_CR8","doi-asserted-by":"publisher","first-page":"1226","DOI":"10.1103\/PhysRevLett.75.1226","volume":"75","author":"T Vicsek","year":"1995","unstructured":"T. Vicsek, A. Czir\u00f3k, E. Ben-Jacob, I. Cohen, O. Shochet, Novel type of phase transition in a system of self-driven particles. Phys. Rev. Lett. 75, 1226\u20131229 (1995)","journal-title":"Phys. Rev. Lett."},{"issue":"3","key":"12_CR9","doi-asserted-by":"publisher","first-page":"401","DOI":"10.1109\/TAC.2005.864190","volume":"51","author":"R Olfati-Saber","year":"2006","unstructured":"R. Olfati-Saber, Flocking for multi-agent dynamic systems: algorithms and theory. IEEE Trans. Automat. Control 51(3), 401\u2013420 (2006)","journal-title":"IEEE Trans. Automat. Control"},{"key":"12_CR10","unstructured":"J. Ferber, L. Gasser, Intelligence artificielle distribu\u00e9e, in 11th Conference on Expert Systems and their Applications, Avignon (1991)"},{"key":"12_CR11","unstructured":"N. Gilbert, Agent-based social simulation: dealing with complexity. The Complex Systems Network of Excellence, 9 (01 2005)"},{"key":"12_CR12","first-page":"33","volume-title":"Multi-Agent-Based Simulation","author":"R Axtell","year":"2001","unstructured":"R. Axtell, Effects of interaction topology and activation regime in several multi-agent systems, in Multi-Agent-Based Simulation, ed. by S. Moss, P. Davidsson (Springer, Berlin, 2001), pp. 33\u201348"},{"key":"12_CR13","unstructured":"R. Axtell, The emergence of firms in a population of agents: local increasing returns, unstable Nash equilibria, and power law size distributions. Santa Fe Institute Working Paper 99-03-019 (1999)"},{"key":"12_CR14","unstructured":"R.L. Axtell, Why agents? On the varied motivations for agent computing in the social sciences. Agent Simulation: Applications, Models, and Tools, 1999 (2000)"},{"key":"12_CR15","unstructured":"J.M. Epstein, Generative Social Science: Studies in Agent-Based Computational Modeling. Princeton Studies in Complexity (Princeton University Press, Princeton, 2006)"},{"key":"12_CR16","unstructured":"D. Jardim, L. Nunes, S. Oliveira, Hierarchical reinforcement learning: learning sub-goals and state-abstraction, in 6th Iberian Conference on Information Systems and Technologies (CISTI 2011) (2011), pp. 1\u20134"},{"key":"12_CR17","unstructured":"J. Salminen, Collective intelligence in humans: a literature review (2012). ArXiv abs\/1204.3401"},{"key":"12_CR18","doi-asserted-by":"crossref","unstructured":"J. Wang, G. Beni, Cellular robotic system with stationary robots and its application to manufacturing lattices, in Proceedings. IEEE International Symposium on Intelligent Control 1989 (1989), pp. 132\u2013137","DOI":"10.1109\/ISIC.1989.238706"},{"key":"12_CR19","volume-title":"Collective Intelligence: Mankind\u2019s Emerging World in Cyberspace","author":"P Levy","year":"1997","unstructured":"P. Levy, R. Bononno, Collective Intelligence: Mankind\u2019s Emerging World in Cyberspace (Perseus Books, New York, 1997)"},{"issue":"4","key":"12_CR20","doi-asserted-by":"publisher","first-page":"25","DOI":"10.1145\/37402.37406","volume":"21","author":"CW Reynolds","year":"1987","unstructured":"C.W. Reynolds, Flocks, herds and schools: a distributed behavioral model. ACM SIGGRAPH Comput. Graphics 21(4), 25\u201334 (1987)","journal-title":"ACM SIGGRAPH Comput. Graphics"},{"key":"12_CR21","doi-asserted-by":"publisher","first-page":"105062","DOI":"10.1016\/j.jobe.2022.105062","volume":"59","author":"S Yelisetti","year":"2022","unstructured":"S. Yelisetti, V.K. Saini, R. Kumar, R. Lamba, A. Saxena, Optimal energy management system for residential buildings considering the time of use price with swarm intelligence algorithms. J. Build. Eng. 59, 105062 (2022). ISSN 2352-7102. https:\/\/doi.org\/10.1016\/j.jobe.2022.105062","journal-title":"J. Build. Eng."},{"key":"12_CR22","doi-asserted-by":"publisher","first-page":"88","DOI":"10.1016\/j.arcontrol.2021.03.004","volume":"51","author":"LE Beaver","year":"2021","unstructured":"L.E. Beaver, A.A. Malikopoulos, An overview on optimal flocking. Ann. Rev. Control 51, 88\u201399 (2021). ISSN 1367-5788","journal-title":"Ann. Rev. Control"},{"key":"12_CR23","doi-asserted-by":"publisher","first-page":"197","DOI":"10.1007\/s11537-007-0647-x","volume":"2","author":"F Cucker","year":"2007","unstructured":"F. Cucker, S. Smale, On the mathematics of emergence. Jpn. J. Math. 2, 197\u2013227 (2007)","journal-title":"Jpn. J. Math."},{"issue":"5","key":"12_CR24","doi-asserted-by":"publisher","first-page":"852","DOI":"10.1109\/TAC.2007.895842","volume":"52","author":"F Cucker","year":"2007","unstructured":"F. Cucker, S. Smale, Emergent behavior in flocks. IEEE Trans. Automat. Control 52(5), 852\u2013862 (2007)","journal-title":"IEEE Trans. Automat. Control"},{"key":"12_CR25","volume-title":"Flocking behaviour e alian\u00e7as estrat\u00e9gicas","author":"SAC Teixeira","year":"2015","unstructured":"S.A.C. Teixeira, Flocking behaviour e alian\u00e7as estrat\u00e9gicas. Master\u2019s thesis, Faculty of Economics of University of Porto, Porto (2015)"},{"key":"12_CR26","doi-asserted-by":"publisher","first-page":"549","DOI":"10.1007\/978-3-642-23783-6_35","volume-title":"Machine Learning and Knowledge Discovery in Databases","author":"P Papapetrou","year":"2011","unstructured":"P. Papapetrou, A. Gionis, H. Mannila, A shapley value approach for influence attribution, in Machine Learning and Knowledge Discovery in Databases, ed. by D. Gunopulos, T. Hofmann, D. Malerba, M. Vazirgiannis (Springer, Berlin, 2011), pp. 549\u2013564"},{"key":"12_CR27","first-page":"307","volume-title":"A Value for n-Person Games","author":"LS Shapley","year":"1953","unstructured":"L.S. Shapley, K.J. Arrow, E.W. Barankin, D. Blackwell, R. Bott, N. Dalkey, M. Dresher, D. Gale, D.B. Gillies, I. Glicksberg, O. Gross, S. Karlin, H.W. Kuhn, J.P. Mayberry, J.W. Milnor, T.S. Motzkin, J. Von Neumann, H. Raiffa, L.S. Shapley, M. Shiffman, F.M. Stewart, G.L. Thompson, R.M. Thrall, A Value for n-Person Games (Princeton University Press, Princeton, 1953), pp. 307\u2013318"},{"issue":"2","key":"12_CR28","first-page":"229","volume":"17","author":"RS Sutton","year":"1999","unstructured":"R.S. Sutton, A.G. Barto, Reinforcement learning: an introduction. Robotica 17(2), 229\u2013235 (1999)","journal-title":"Robotica"},{"key":"12_CR29","doi-asserted-by":"publisher","first-page":"148","DOI":"10.1007\/978-3-319-45390-3_13","volume-title":"Collaboration in a Hyperconnected World","author":"SAC Teixeira","year":"2016","unstructured":"S.A.C. Teixeira, P. Campos, R. Fernandes, C. Roseira, Collective intelligence and collaboration: a case study in airline industry, in Collaboration in a Hyperconnected World, ed. by H. Afsarmanesh, L.M. Camarinha-Matos, A. Lucas Soares (Springer International Publishing, Cham, 2016), pp. 148\u2013155"},{"key":"12_CR30","volume-title":"Reinforcement Learning","author":"RS Sutton","year":"2018","unstructured":"R.S. Sutton, A.G. Barto, Reinforcement Learning, 2nd edn. Adaptive Computation and Machine Learning (MIT Press, Cambridge, 2018)","edition":"2"},{"key":"12_CR31","doi-asserted-by":"crossref","unstructured":"M. Tokic, Adaptive $$\\epsilon $$-greedy exploration in reinforcement learning based on value differences, in KI 2010: Advances in Artificial Intelligence. KI 2010, ed. by R. Dillmann, J. Beyerer, U.D. Hanebeck, T. Schultz. Lecture Notes in Computer Science, vol. 6359 (Springer, Berlin, 2010)","DOI":"10.1007\/978-3-642-16111-7_23"},{"key":"12_CR32","volume-title":"An\u00e1lise funcional comparativa de algoritmos de aprendizagem por refor\u00e7o","author":"J Pessoa","year":"2011","unstructured":"J. Pessoa, An\u00e1lise funcional comparativa de algoritmos de aprendizagem por refor\u00e7o. MSc Thesis, Polythenic University of Lisbon (2011). https:\/\/repositorio.ipl.pt\/entities\/publication\/013b1b3f-bd87-477f-a85d-319ca67b616e"},{"key":"12_CR33","volume-title":"On-line Q-learning using connectionist systems","author":"GA Rummery","year":"1994","unstructured":"G.A. Rummery, M. Niranjan, On-line Q-learning using connectionist systems. Department of Engineering, University of Cambridge, Cambridge (1994)"},{"key":"12_CR34","doi-asserted-by":"publisher","first-page":"185","DOI":"10.1023\/A:1022689125041","volume":"16","author":"JN Tsitsiklis","year":"1994","unstructured":"J.N. Tsitsiklis, Asynchronous stochastic approximation and Q-learning. Mach. Learn. 16, 185\u2013202 (1994)","journal-title":"Mach. Learn."},{"key":"12_CR35","doi-asserted-by":"crossref","unstructured":"R.A.C. Bianchi, C.H.C. Ribeiro, A.H.R. Costa, Heuristically accelerated Q-learning: a new approach to speed up reinforcement learning, in Advances in Artificial Intelligence - SBIA 2004. SBIA 2004, ed. by A.L.C. Bazzan, S. Labidi. Lecture Notes in Computer Science, vol. 3171 (Springer, Berlin, 2004). https:\/\/doi.org\/10.1007\/978-3-540-28645-5_25","DOI":"10.1007\/978-3-540-28645-5_25"},{"key":"12_CR36","first-page":"118","volume-title":"The MAXQ method for hierarchical reinforcement learning, in Proceedings of the Fifteenth International Conference on Machine Learning (ICML \u201998)","author":"TG Dietterich","year":"1998","unstructured":"T.G. Dietterich, The MAXQ method for hierarchical reinforcement learning, in Proceedings of the Fifteenth International Conference on Machine Learning (ICML \u201998) (Morgan Kaufmann Publishers Inc., San Francisco, 1998), pp. 118\u2013126"},{"key":"12_CR37","doi-asserted-by":"crossref","unstructured":"T.G. Dietterich, An overview of MAXQ hierarchical reinforcement learning, in Abstraction, Reformulation, and Approximation. SARA 2000, ed. by B.Y. Choueiry, T. Walsh. Lecture Notes in Computer Science, vol. 1864 (Springer, Berlin, 2000)","DOI":"10.1007\/3-540-44914-0_2"},{"key":"12_CR38","volume-title":"Netlogo party model","author":"U Wilensky","year":"1997","unstructured":"U. Wilensky, Netlogo party model. Center for Connected Learning and Computer-Based Modeling, Northwestern University, Evanston (1997)"},{"key":"12_CR39","volume-title":"NetLogo: Center for connected learning and computer-based modeling","author":"U Wilensky","year":"1999","unstructured":"U. Wilensky, NetLogo: Center for connected learning and computer-based modeling, Northwestern University, Evanston (1999)"}],"container-title":["Machine Learning Perspectives of Agent-Based Models"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-031-73354-3_12","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,9,10]],"date-time":"2025-09-10T01:47:41Z","timestamp":1757468861000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-031-73354-3_12"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025]]},"ISBN":["9783031733536","9783031733543"],"references-count":39,"URL":"https:\/\/doi.org\/10.1007\/978-3-031-73354-3_12","relation":{},"subject":[],"published":{"date-parts":[[2025]]},"assertion":[{"value":"24 March 2025","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}}]}}