Recursos
Los siguientes trabajos han sido seleccionados como complemento a las sesiones teóricas y prácticas previstas. Los alumnos pueden consultarlos para profundizar en los temas propuestos a lo largo del curso.
A. Computación bioinspirada
- Fenómenos colectivos naturales
- Gershenson, C., Heylighen, F. (2005). How can we think the complex? in: Richardson, Kurt (ed.) Managing the Complex Vol. 1: Philosophy, Theory and Application.Institute for the Study of Coherence and Emergence/Information Age Publishing, pag. 47-62
- Louzoun, Y., Solomon, S., Atlan, H. and Cohen I.R. (2001). Modeling complexity in biology, Physica A, 2001, 297 (1-2), 242-252
- Nociones teóricas I
- Holland, J.H. (2006). Studying Complex Adaptive Systems, Journal of Systems Science and Complexity 2006, 19(1), 1—8
- Salge, C., and Polani, D., (2011). Local Information Maximisation creates Emergent Flocking Behaviour. In Lenaerts, T (eds): Proceedings of the Eleventh European Conference on Artificial Life, 688-696. Paris, France: MIT Press
- Metodología I
- Mitchell (2000) An Introduction to Genetic Algorithms. The MIT Press, Cambridge, Massachusetts, MA - Chapters 1 & 2
- Aguilar W, Santamaría-Bonfil G, Froese T and Gershenson C (2014) The past, present, and future of artificial life. Front. Robot. AI 1:8
- Eiben AE (2014) Grand challenges for evolutionary robotics. Front. Robot. AI 1:4
B. Inteligencia colectiva
- Fenómenos colectivos sociales
- Woolley at al (2010) Evidence for a Collective Intelligence Factor in the Performance of Human Groups. Science, 330:686
- Barabási, A. L. (2009). Scale-Free Networks: A Decade and Beyond. Science 325, 412
- Nociones teóricas II
- Albert R., Barabasi, A. L. (2002). Statistical mechanics of complex networks, Review of Modern Physics 2002, 74, 47–97
- Newman, M. E. J . (2003). The structure and function of complex networks. SIAM Review 2003, 45, 167–256
- Strogatz, S.H. (2001). Exploring complex networks. Nature 410, 268-276
- Metodología II
- Bar-Yam, Y. (2003). Dynamics of Complex Systems. Westview Press, 2003.
- Anthony, T., Polani, D., and Nehaniv, C. L., (2008). On Preferred States of Agents: how Global Structure is reflected in Local Structure. In Bullock, S. (eds). Proceedings of the Eleventh International Conference on the Simulation and Synthesis of Living Systems, Winchester 5-8. Aug., 25-32. MIT Press.
C. Dominio técnico
- Mercados
- Wolfers and Zitzewitz (2004) Prediction Markets. NBER 10504
- Majumder at al (2008) Price Dynamics in political prediction markets. PNAS 106(3), 679-684
- Sonnemann et al (2013) How psychological framing affects economic market prices in the lab and field. PNAS
- Redes de Internet
- Radicchi (2004) Defining and identifying communities in networks. PNAS 101(9) 2658-2663
- Huberman and Adamic (1999) Internet: Growth dynamics of the World-Wide Web. Nature 401, 131
- Francis Heylighen (1999) Collective Intelligence and its Implementation on the Web. Computational & Mathematical Organization Theory 5(3) 253–280
- Organizaciones
- Weng et al. The Role of Information Diffusion in the Evolution of Social Networks. Proc. ACM KDD 2013.
- Török et al (2013) Opinions, Conflicts and Consensus: Modeling Social Dynamics in a Collaborative Environment. PRL 110 (8)
- Ciro Cattuto (2009), Collective dynamics of social annotation, PNAS, 106(26):10511–10515
D. Dominio social
- Lenguaje y estructuras narrativas
- Barceló-Coblijn, L., Corominas-Murtra, B. & Gomila, A. (2012). Syntactic trees and small-world networks: syntactic development as a dynamical process. Adaptive Behavior. 20(6): 427-442
- Cambria, E., Schuller, B., Xia, Y.; Havasi, C. (2013). New Avenues in Opinion Mining and Sentiment Analysis. IEEE Intelligent Systems 28 (2): 15–21.
- Sudhahar, S., Franzosi, R. & Cristianini, N. (2011). Automating Quantitative Narrative Analysis of News Data. Proceedings of the Workshop and Conference Proceedings, 17, pag. 63–71.
- Análisis de procesos históricos
- Cohen, P. (2010). Digitally Mapping the Republic of Letters, New York Times
- Cohen, D. J.and Rosenzweig, R. (2006). Digital History: A Guide to Gathering, Preserving, and Presenting the Past on the Web. Philadelphia: University of Pennsylvania Press, 2006.
- Procesos de decisión colectiva
- Barandiaran, X. & Moreno, A. (2006) On What Makes Certain Dynamical Systems Cognitive. A minimally cognitive organization program. Journal of Adaptive Behavior, 14(2): 171–185
- Klyubin, A. S., Polani, D., and Nehaniv, C. L., (2008). Keep Your Options Open: An Information-Based Driving Principle for Sensorimotor Systems. PLoS ONE, 3(12):e4018