Controllability of Complex Networks with Nonlinear Dynamics

Department of Physics and Centre for Computational Science and Engineering,National University of Singapore, Singapore 117546, Republic of Singapore(Dated: July 13, 2011)The controllability of large linear network systems has been addressed recently [Liu et al. Nature (London),473, 167 (2011)]. We investigate the controllability of complex-network systems with nonlinear dynamics byintroducing and exploiting the concept of “local effective network” (LEN). We find that the minimum numberof driver nodes to achieve full control of the system is determined by the structural properties of the LENs.Strikingly, nonlinear dynamics can significantly enhance t he network controllability as compared with lineardynamics. Interestingly, for one-dimensional nonlinear nodal dynamics, any bidirectional network system canbe fully controlled by a single driver node, regardless of the network topology. Our results imply that real-worldnetworks may be more controllable than predicted for linear network systems, due to the ubiquity of nonlineardynamics in nature.

[1]  William Damon,et al.  The social world of the child , 1977 .

[2]  Gary E. Bolton,et al.  ERC: A Theory of Equity, Reciprocity, and Competition , 2000 .

[3]  R. D. Alexander The biology of moral systems , 1989 .

[4]  E. Fehr A Theory of Fairness, Competition and Cooperation , 1998 .

[5]  U. Fischbacher,et al.  Social norms and human cooperation , 2004, Trends in Cognitive Sciences.

[6]  H. Tajfel,et al.  Social categorization and intergroup behaviour , 1971 .

[7]  M. Nowak Five Rules for the Evolution of Cooperation , 2006, Science.

[8]  J. Keith Murnighan,et al.  Ultimatum bargaining by children and adults , 1998 .

[9]  Paul F. Coiteux,et al.  Learning to Be Generous or Stingy: Imitation of Sharing Behavior as a Function of Model Generosity and Vicarious Reinforcement. , 1971 .

[10]  F. Fairman Introduction to dynamic systems: Theory, models and applications , 1979, Proceedings of the IEEE.

[11]  Iris Bohnet,et al.  The sound of silence in prisoner's dilemma and dictator games , 1999 .

[12]  Yoh Iwasa,et al.  The leading eight: social norms that can maintain cooperation by indirect reciprocity. , 2006, Journal of theoretical biology.

[13]  D. Fudenberg,et al.  Evolution and Cooperation in Noisy Repeated Games , 1990 .

[14]  R. Boyd,et al.  The evolution of altruistic punishment , 2003, Proceedings of the National Academy of Sciences of the United States of America.

[15]  Elizabeth S. Spelke,et al.  Foundations of cooperation in young children , 2008, Cognition.

[16]  Masanori Takezawa,et al.  To give or not to give: children's and adolescents' sharing and moral negotiations in economic decision situations. , 2008, Child development.

[17]  P J Richerson,et al.  Group selection among alternative evolutionarily stable strategies. , 1990, Journal of theoretical biology.

[18]  D. Fessler,et al.  Nobody's watching? Subtle cues affect generosity in an anonymous economic game. , 2005 .

[19]  Y. Hanoch,et al.  When Child Development Meets Economic Game Theory: An Interdisciplinary Approach to Investigating Social Development , 2008, Human Development.

[20]  David G. Rand,et al.  Dynamic remodeling of in-group bias during the 2008 presidential election , 2009, Proceedings of the National Academy of Sciences.

[21]  Todd L. Cherry,et al.  Examining the role of fairness in high stakes allocation decisions , 2008 .

[22]  Colin Camerer Behavioral Game Theory: Experiments in Strategic Interaction , 2003 .

[23]  S. Brosnan,et al.  Monkeys reject unequal pay , 2003, Nature.

[24]  M. Nowak,et al.  Evolution of indirect reciprocity , 2005, Nature.

[25]  R. Elliott,et al.  The modeling of sharing: Effects associated with vicarious reinforcement, symbolization, age, and generalization , 1970 .

[26]  M. Nowak,et al.  Evolution of cooperation by multilevel selection. , 2006, Proceedings of the National Academy of Sciences of the United States of America.

[27]  William T. Harbaugh,et al.  Bargaining by Children , 2003 .

[28]  C. Moore,et al.  The Development of Future-Oriented Prudence and Altruism in Preschoolers. , 1997 .

[29]  Colin Camerer,et al.  “Economic man” in cross-cultural perspective: Behavioral experiments in 15 small-scale societies , 2005, Behavioral and Brain Sciences.

[30]  B. Rockenbach,et al.  Egalitarianism in young children , 2008, Nature.

[31]  Stephen V. Burks,et al.  The effect of stakes in distribution experiments , 2005 .

[32]  M. Nowak,et al.  Tit for tat in heterogeneous populations , 1992, Nature.

[33]  Rayadurgam Srikant,et al.  The Mathematics of Internet Congestion Control , 2003 .

[34]  W. Mischel,et al.  Preference for delayed reward as a function of age, intelligence, and length of delay interval. , 1962, Journal of abnormal and social psychology.

[35]  M. Hauser,et al.  The Evolutionary Origins of Human Patience: Temporal Preferences in Chimpanzees, Bonobos, and Human Adults , 2007, Current Biology.

[36]  M. Rabin Published by: American , 2022 .

[37]  John H. Miller,et al.  NOTES AND COMMENTS GIVING ACCORDING TO GARP: AN EXPERIMENTAL TEST OF THE CONSISTENCY OF PREFERENCES FOR ALTRUISM , 2002 .

[38]  U. Fischbacher,et al.  The nature of human altruism , 2003, Nature.

[39]  J. Bryan Model affect and children's imitative altruism. , 1971, Child development.

[40]  J. Andreoni,et al.  Which is the Fair Sex? Gender Differences in Altruism , 2001 .

[41]  J. Benenson,et al.  Children's altruistic behavior in the dictator game , 2007 .

[42]  Johan Paulsson,et al.  Multileveled selection on plasmid replication. , 2002, Genetics.

[43]  J. Horowitz,et al.  Fairness in Simple Bargaining Experiments , 1994 .

[44]  D. Wilson A theory of group selection. , 1975, Proceedings of the National Academy of Sciences of the United States of America.

[45]  L. Samuelson,et al.  Evolutionary stability in repeated games played by finite automata , 1992 .

[46]  W. Hamilton,et al.  The Evolution of Cooperation , 1984 .

[47]  V. Smith,et al.  Preferences, Property Rights, and Anonymity in Bargaining Games , 1994 .

[48]  William T. Harbaugh,et al.  Garp for kids: On the development of rational choice behavior , 2001 .