COMPLEX NETWORKS: STRUCTURE AND DYNAMICS
Scuola Superiore 2007-2008
Program and Schedule
This is a course on the basic methods of network theory,
statistics, nonlinear dynamics and computer science, that allows
to study the structure and the dynamics of complex networks.
The course is for advanced undergraduates in physics, enginnering,
mathematics, biology and computer science of Scuola Superiore di Catania
who want to learn the major ideas and the new results
achieved in one of the newest and hottest interdisciplinary
research fields.
The course is organized into four parts. The first two parts are devoted to
the characterization of the structural properties of real world
networks, and to the development of new network models. It contains
topics of graph theory, social networks analysis, statistical physics,
molecular biology, urban planning. Part three is on the study of
different kinds of dynamical processes that take place over a
network. Special emphasis is given to percolation processes and
network tolerance to errors and external attacks, cascading failures
in infrastructure networks, diffusion of infectious diseases in a
population, dynamics of social groups, searching in the World Wide
Web. Part four is on collective behaviors such as synchronization in
networks of dynamical units. In each of the four parts, the theory is
supplemented with examples and applications, databases of real world
networks, and with numerical algorithms.
The course is organized in 10 lectures of 3 hours each, and 2 seminars.
- LECTURE 1: Centrality Measures :
- LECTURE 2: Graphs and Graph Theory :
- Notes: CAP2.PDF
- Complex networks: Structure and dynamics.
S. Boccaletti, V. Latora, Y. Moreno, M. Chavez, D.-U. Hwang, Physics Reports 424, 175 (2006).
-
Physarum solver: A biologically inspired method
of road-network navigation.
A. Teroa, R. Kobayashia, T. Nakagaki, Physica A363, 115 (2006).
- LECTURE 3: Static and growth models :
-
Mean-field theory for scale-free random networks .
A.L. Barabasi, R. Albert and H. Jeong, Physica A272, 173 (1999).
-
Connectivity of Growing Random Networks .
P. L. Krapivsky, S. Redner and F. Leyvraz, Phys. Rev. Lett. 85, 4629 (2000).
-
Topology of Evolving Networks: Local Events and Universality.
R. Albert and A.L. Barabasi, Phys. Rev. Lett. 85, 5234 (2000).
-
Scale-free Nets from Varying Vertex Intrinsic Fitness .
G. Caldarelli, A. Capocci, P. De Los Rios and M. A. Munoz, Phys. Rev. Lett. 89, 258702 (2002).
- LECTURE 4: Degree correlations; Motifs; Community structures :
- LECTURE 5: Numerical algorithms (Prof. G. Russo) :
- LECTURE 6: Percolation :
- Attack and error tolerance of complex networks. R. Albert, H. Jeong, and A.L. Barabasi, Nature 406, 378 (2000).
-
Resilience of the internet to random breakdowns .
R. Cohen, K. Erez, D. ben Avraham, and S. Havlin, Phys. Rev. Lett. 85, 4626 (2000).
-
Breakdown of the internet under intentional attack.
R. Cohen, K. Erez, D. ben Avraham, and S. Havlin, Phys. Rev. Lett. 86, 3682 (2001).
- Percolation critical exponents in scale-free networks. R. Cohen, D. ben Avraham, and S. Havlin, Phys. Rev. E66, 36113 (2002).
- Percolation in directed scale-free networks . N. Schwartz, R. Cohen, D. ben Avraham, A.-L. Barabasi and S. Havlin, Phys. Rev. E66, 015104(R) (2002).
- Vulnerability and protection of critical infrastructures . V. Latora and M. Marchiori, Phys. Rev. E71, 015103(R) (2005)
- LECTURE 7: Random Walks :
- LECTURE 8: Disease spreading :
- The web of human sexual contacts . F. Liljeros, C. R. Edling, L. A. N. Amaral, H. E. Stanley, and Y, Aberg, Nature 411, 907 (2001).
- Epidemic spreading in scale-free nets . R. Pastor-Satorras and A. Vespignani. Phys. Rev. Lett. 86, 3200 (2001).
- Epidemic dynamics and endemic states in complex nets . R. Pastor-Satorras and A. Vespignani. Phys. Rev. E63, 066117 (2001)
- Epidemic dynamics in finite size scale-free networks . R. Pastor-Satorras and A. Vespignani, Phys. Rev. E65, 035108(R) (2002)
- Immunization of complex networks . R. Pastor-Satorras and A. Vespignani, Phys. Rev. E65, 036104 (2002).
- Halting viruses in scale-free networks . Z. Dezso and A.L. Barabasi, Phys. Rev. E65, 055103(R) (2002).
- Infection dynamics on scale-free networks. R.M. May and A.L. Lloyd, Phys. Rev. E64, 66112, (2001).
- Epidemic outbreaks in complex heterogeneous networks. Y. Moreno, R. Pastor-Satorras, and A. Vespignani, Eur. Phys. J. B26, 521 (2002).
- Spread and epidemic disease on networks . M.E.J. Newman, Phys. Rev. E66, 016128 (2002).
- Spreading of sexually transmitted diseases in heterosexual populations . J. Gomez-Gardenes, V. Latora, Y. Moreno, E.V. Profumo, PNAS 105, 1399 (2008)
- LECTURE 9: Evolutionary games (Dr. J. Gomez-Gardenes) :
- LECTURE 10: Networks of dynamical units :
- SEMINAR 1: Applications to neural systems (Dr. M. Chavez) :
- SEMINAR 2: Networks of moving agents (Dr. M. Frasca) :
- Slides: Sistemi che si sincronizzano
-
Disease spreading in populations of moving agents
.
A. Buscarino, L. Fortuna, M. Frasca, V. Latora, arXiv:0707.1673
-
Epcast: Controlled Dissemination in Human-based Wireless Networks by means of Epidemic Spreading Models
S. Scellato, C. Mascolo, M. Musolesi, V. Latora, arXiv:0711.2780
- Synchronization of Metronomes
J. Pantaleone, Am. J. of Phys 2002
- Synchronization of pulse-coupled
Biological Oscillators Mirollo and S. Strogatz, SIAM J. Appl. Math 1990
-
Synchronization of Moving Chaotic Agents
M Frasca, A. Buscarino, A. Rizzo, L. Fortuna, S. Boccaletti, PRL 100,
044102 (2008)
- SEMINAR 3: (Dr. V. Nicosia) :
|