Vital nodes identification in complex networks

L Lü, D Chen, XL Ren, QM Zhang, YC Zhang, T Zhou - Physics reports, 2016 - Elsevier
Real networks exhibit heterogeneous nature with nodes playing far different roles in
structure and function. To identify vital nodes is thus very significant, allowing us to control …

Critical phenomena in complex networks

SN Dorogovtsev, AV Goltsev, JFF Mendes - Reviews of Modern Physics, 2008 - APS
The combination of the compactness of networks, featuring small diameters, and their
complex architectures results in a variety of critical effects dramatically different from those in …

Controllability of complex networks

YY Liu, JJ Slotine, AL Barabási - nature, 2011 - nature.com
The ultimate proof of our understanding of natural or technological systems is reflected in
our ability to control them. Although control theory offers mathematical tools for steering …

ARACNE: an algorithm for the reconstruction of gene regulatory networks in a mammalian cellular context

AA Margolin, I Nemenman, K Basso, C Wiggins… - BMC …, 2006 - Springer
Background Elucidating gene regulatory networks is crucial for understanding normal cell
physiology and complex pathologic phenotypes. Existing computational methods for the …

[BOOK][B] Information, physics, and computation

M Mezard, A Montanari - 2009 - books.google.com
This book presents a unified approach to a rich and rapidly evolving research domain at the
interface between statistical physics, theoretical computer science/discrete mathematics …

Nobel lecture: Multiple equilibria

G Parisi - Reviews of Modern Physics, 2023 - APS
This is an extended version of my Nobel Lecture, delivered on December 8, 2021. I will
recall the genesis of the concept of multiple equilibria in natural sciences. I will then describe …

Control principles of complex systems

YY Liu, AL Barabási - Reviews of Modern Physics, 2016 - APS
A reflection of our ultimate understanding of a complex system is our ability to control its
behavior. Typically, control has multiple prerequisites: it requires an accurate map of the …

Statistical physics of inference: Thresholds and algorithms

L Zdeborová, F Krzakala - Advances in Physics, 2016 - Taylor & Francis
Many questions of fundamental interest in today's science can be formulated as inference
problems: some partial, or noisy, observations are performed over a set of variables and the …

Asymptotic analysis of the stochastic block model for modular networks and its algorithmic applications

A Decelle, F Krzakala, C Moore, L Zdeborová - Physical Review E—Statistical …, 2011 - APS
In this paper we extend our previous work on the stochastic block model, a commonly used
generative model for social and biological networks, and the problem of inferring functional …

Analytic and algorithmic solution of random satisfiability problems

M Mézard, G Parisi, R Zecchina - Science, 2002 - science.org
We study the satisfiability of random Boolean expressions built from many clauses with K
variables per clause (K-satisfiability). Expressions with a ratio α of clauses to variables less …