Our living world is made up of simple elementary forces and
constitutents. But how do these work together to make life, evolution,
brains, genomes, immune systems, societies? We study general principles
of complex systems in nature from the perspective of statistical physics,
often reducing a system to the most simple working model for a particular
phenomenon. We use methods from statistical and computational physics, and
our main tool, the computer, allows for the new kind of "experimental" theoretical
physics. Research topics are interdisciplinary with current emphasis on:
Complex Networks, Theoretical Systems Biology,
Self-organized Criticality, Socio- and Econophysics.
Group members:
Stefan Bornholdt (head)
0421-218-8198 bornholdt
Juan Diaz Ochoa (Postdoc)
0421-218-3416 diazochoa
Felix Beyer, Holger Ebel (D-fine), Christel
Kamp (Paul-Ehrlich-Institut, Frankfurt), Konstantin Klemm
(Univ. Leipzig), Lutz-Ingo Mielsch, Jörg Reichardt
(Univ. Wuerzburg), Torsten Roehl (Univ. Kiel), Thimo Rohlf (Santa Fe Institute),
Takuya Yamano.
Publications:
Discrete models of genetic networks
S. Bornholdt and K. Sneppen, Neutral mutations and punctuated
equilibrium in evolving genetic networks, Phys. Rev. Lett. 81 (1998)
236-239. [PDF]
S. Bornholdt and K. Sneppen, Robustness as an Evolutionary
Principle, Proc. R. Soc. London B 267 (2000) 2281-2286. [PDF]
S. Bornholdt, Modeling Genetic Networks and Their Evolution:
A Complex Dynamical Systems Perspective, Biological Chemistry 382 (2001)
1289-1299. [PDF]
K. Klemm and S. Bornholdt, Robust gene regulation: Deterministic
dynamics from asynchronous networks with delay, (2003) q-bio/0309013.
[preprint]
K. Klemm and S. Bornholdt, Topology of biological networks
and reliability of information processing, Proc. Natl. Acad. Sci. USA
102 (2005) 18414. [PDF]
S. Bornholdt, Less is more in modeling large genetic
networks, Science 310 (2005) 449. [Summary]
[
Full text]
S. Braunewell and S. Bornholdt, Reliability of genetic networks
is evolvable, Phys. Rev. E 77 (2008) 060902. [PDF]
S. Bornholdt, Boolean network models of cellular regulation:
prospects and limitations, J. Roy. Soc. Interface 5 (2008) S85-S94.
doi:10.1098/rsif.2008.0132.focus [PDF]
Boolean network models of yeast
S. Braunewell and S. Bornholdt, Superstability of the yeast cell-cycle
dynamics: Ensuring causality in the presence of biochemical stochasticity,
J. Theor. Biol. 245 (2007) 638-643. [PDF]
Maria I. Davidich and S. Bornholdt, Boolean network model
predicts cell cycle sequence of fission yeast,
PLoS ONE 3 (2008) e1672. doi:10.1371/journal.pone.0001672.
[PDF]
Maria I. Davidich and S. Bornholdt,
The transition from differential equations to Boolean networks: A case study
in simplifying a regulatory network model, J. Theor. Biol. 255 (2008) 269-277.
doi:10.1016/j.jtbi.2008.07.020
[PDF]
Physics of complex networks I: Boolean networks
S. Bornholdt and T. Rohlf, Topological evolution of
dynamical networks: Global criticality from local dynamics, Phys.
Rev. Lett. 84 (2000) 6114-6117. [PDF]
T. Rohlf and S. Bornholdt, Criticality in Random
Threshold Networks: Annealed Approximation and Beyond, Physica A 310
(2002) 245-259. [PDF]
K. Klemm and S. Bornholdt, Stable and unstable
attractors in Boolean networks, Phys. Rev. E 72 (2005) 055101(R). [PDF]
Physics of complex networks II: Community detection
J. Reichardt and S. Bornholdt, Detecting fuzzy
communities in complex networks with a Potts model, Phys. Rev. Lett.
93 (2004) 218701. [PDF]
J. Reichardt and S. Bornholdt, Statistical
Mechanics of Community Detection, Phys. Rev. E 74 (2006) 016110. [PDF]
J. Reichardt and S. Bornholdt, When are networks truly
modular? Physica D 224 (2006) 20-26. [PDF]
J. Reichardt and S. Bornholdt, Clustering of sparse data
via network communities --- a prototype study of a large online market,
J. Stat. Mech. (2007) P06016. [PDF]
J. Reichardt and S. Bornholdt, Partitioning and Modularity
of Graphs with arbitrary Degree Distribution, Phys. Rev. E (Rapid Communications),
Phys. Rev. E 76 (2007) 015102(R). [PDF]
Biological networks and morphogenesis
T. Rohlf and S. Bornholdt, Self-organized pattern formation
and noise-induced control from particle computation, JSTAT (2005) L12001.
[PDF] [JAVA
applet]
T. Rohlf and S. Bornholdt, Morphogenesis by coupled
regulatory networks, (2004) q-bio.MN/0401024. [preprint] [JAVA
applet]
Neural networks: Development and learning
K. Klemm, S. Bornholdt, and H.G. Schuster, Beyond Hebb:
Exclusive-OR and biological learning, Phys. Rev. Lett. 84 (2000) 3013-3016.
[PDF]
S. Bornholdt and T. Roehl, Self-organized critical neural
networks, Phys. Rev. E 67 (2003) 066118. [PDF]
Applying statistical physics to the immune system
C. Kamp and S. Bornholdt, Co-evolution of quasispecies:
B-cell mutation rates maximize viral error catastrophes, Phys. Rev.
Lett. 88 (2002) 068104. [PDF]
C. Kamp and S. Bornholdt, From HIV infection to AIDS:
A dynamically induced percolation transition?, Proc. R. Soc. London
B 269 (2002) 2035-2040. [PDF]
C. Kamp, C.O. Wilke, C. Adami, and S. Bornholdt, Viral
evolution under the pressure of an adaptive immune system - optimal
mutation rates for viral escape, Complexity 8(2) (2003) 28-33. [PDF] [Nature News and
Views feature]
C. Kamp and S. Bornholdt, Critical percolation in self-organized
media: A case study on random directed networks, (2002) cond-mat/0210410.
[preprint]
Complex networks: Internet and society
S. Bornholdt and H. Ebel, World Wide Web Scaling Exponent
from Simon's 1955 Model, Phys. Rev. E 64 (2001) 035104(R). [PDF]
J. Davidsen, H. Ebel, and S. Bornholdt, Emergence of
a small world from local interaction: Modeling acquaintance networks,
Phys. Rev. Lett. 88 (2002) 128701. [PDF]
H. Ebel, L.-I. Mielsch, and S. Bornholdt, Scale-free
topology of e-mail networks, Phys. Rev. E 66 (2002) 035103(R). [PDF] [Data]
H. Ebel and S. Bornholdt, Coevolutionary games on networks,
Phys. Rev. E 66 (2002) 056118. [PDF]
H. Ebel and S. Bornholdt, Evolutionary games and the
emergence of complex networks, (2002) cond-mat/0211666. [preprint]
H. Ebel, J. Davidsen, and S. Bornholdt, Dynamics of
social networks, Complexity 8(2) (2003) 24-27. [PDF]
Applying statistical physics to economy and finance
S. Bornholdt, Expectation bubbles in a spin model of
markets: Intermittency from frustration across scales, Int. J. Mod.
Phys. C, Vol. 12, No. 5 (2001) 667-674. [PDF]
[JAVA
applet]
T. Kaizoji, S. Bornholdt, and Y. Fujiwara, Dynamics
of price and trading volume in a spin model of stock markets with heterogeneous
agents, Physica A 316 (2002) 441-452. [PDF]
S. Bornholdt and F. Wagner, Stability of money: Phase transitions
in an Ising economy, Physica A 316 (2002) 453-468. [PDF]
I. Simonsen, L. Buzna, K. Peters, S. Bornholdt, D. Helbing,
Transient dynamics increasing network vulnerability to cascading failures,
Phys. Rev. Lett. 100 (2008) 218701. doi:10.1103/
218701 [PDF]
Dynamics of evolutionary algorithms
S. Bornholdt, Genetic algorithm dynamics on a rugged
fitness landscape, Phys. Rev. E 57 (1998) 3853. [PDF]
S. Bornholdt, Annealing schedule from population dynamics,
Phys. Rev. E 59 (1999) 3942. [PDF]
Complex natural systems
E. Moritz, S. Bornholdt, H. Westphal, and M. Meschede,
Neural network interpretation of LWD data (ODP Leg 170) confirms complete
sediment subduction at the Costa Rica convergent margin, Earth and
Planetary Science Letters 174 (2000) 301-312. [PDF]
F. Böhm, H. Westphal, and S. Bornholdt, Required
but disguised: Environmental signals in limestone-marl alternations.
Palaeogeography, Palaeoclimatology, Palaeoecology 2987 (2003) 1-18.
[PDF]
H. Westphal, F. Böhm, and S. Bornholdt, Orbital
Frequencies in the Sedimentary Record: Distorted by Diagenesis? - Facies
50 (2004) 3-11. [PDF]
S. Bornholdt, K. Sneppen, and H. Westphal, Longevity of orders is related
to the longevity of their constituent genera rather than genus richness,
Theory in Biosciences, in press. doi:10.1007/s12064-008-0053-9
[PDF]
Books:
S. Bornholdt and H. G. Schuster (Eds.), Handbook
of Graphs and Networks - From the Genome to the Internet, Wiley-VCH,
Berlin (2002). [
Buy ]
S. Bornholdt and K. Klemm (eds.), Dynamical Networks
in Complex Systems, Europhysics Conference Abstracts Vol. 25F (2001).Note:
We have a few copies of this abstract book left over. For a free copy please
send an email to Stefan Bornholdt. The corresponding conference
site can be found here: International Conference
on Dynamical Networks in Complex Systems 2001.
T. Gramss, S. Bornholdt, M. Gross, M. Mitchell,
and T. Pellizari, Non-Standard Computation, VCH Verlag, Weinheim (1998).
S. Bornholdt und P.H. Feindt (eds.), Komplexe adaptive
Systeme, Verlag Josef Roell, Dettelbach (1996).