Skip to Main Content
Skip Nav Destination

When Machine Learning Meets Complex Systems: Networks, Chaos and Nonlinear Dynamics

Machine learning is a subset of artificial intelligence and refers to methods that can 'learn' from experience. The advent of machine learning has led to the development of new algorithms/strategies for identification/control, and data analytics of complex systems, which thereby promotes applications in a variety of fields. The research presented below focuses on new machine learning algorithms/strategies /techniques as applied to complex systems as well as on the application of complex systems techniques to leverage the performance of machine learning techniques with high-efficiency. This Focus Issue provides a platform to facilitate interdisciplinary research and to share most recent developments in various related fields.

Guest Editors: Yang Tang, Jürgen Kurths, Wei Lin, Ljupco Kocarev and Ed Ott

Special Collection Image
Yang Tang; Jürgen Kurths; Wei Lin; Edward Ott; Ljupco Kocarev
10.1063/5.0016505
M. A. Ganaie; Saptarshi Ghosh; Naveen Mendola; M. Tanveer; Sarika Jalan
10.1063/1.5143285
Alexander Wikner; Jaideep Pathak; Brian Hunt; Michelle Girvan; Troy Arcomano; Istvan Szunyogh; Andrew Pomerance; Edward Ott
10.1063/5.0005541
Dmitrii Krylov; Dmitry V. Dylov; Michael Rosenblum
10.1063/1.5128909
Paul A. Gagniuc; Constantin Ionescu-Tirgoviste; Elvira Gagniuc; Manuella Militaru; Lawrence Chukwudi Nwabudike; Bujorel Ionel Pavaloiu; Andrei Vasilăţeanu; Nicolae Goga; George Drăgoi; Irinel Popescu; Simona Dima
10.1063/1.5120818
Sanjukta Krishnagopal; Michelle Girvan; Edward Ott; Brian R. Hunt
10.1063/1.5132766
Zhixin Lu; Jason Z. Kim; Danielle S. Bassett
10.1063/1.5142462
Jinyu Huang; Yani Hou; Yuansong Li
10.1063/1.5130523
Guorui Shen; Jürgen Kurths; Ye Yuan
10.1063/1.5133405
Seungjoon Lee; Mahdi Kooshkbaghi; Konstantinos Spiliotis; Constantinos I. Siettos; Ioannis G. Kevrekidis
10.1063/1.5126869
Yong Xu; Hao Zhang; Yongge Li; Kuang Zhou; Qi Liu; Jürgen Kurths
10.1063/1.5132840
Rundong Shi; Weinuo Jiang; Shihong Wang
10.1063/1.5127052
Martin Lellep; Jonathan Prexl; Moritz Linkmann; Bruno Eckhardt
10.1063/1.5121844
Yanne K. Chembo
10.1063/1.5120788
Abd AlRahman R. AlMomani; Jie Sun; Erik Bollt
10.1063/1.5133386
Xiaomeng Wang; Yijun Ran; Tao Jia
10.1063/1.5129036
Tom Bertalan; Felix Dietrich; Igor Mezić; Ioannis G. Kevrekidis
10.1063/1.5128231
Amitava Banerjee; Jaideep Pathak; Rajarshi Roy; Juan G. Restrepo; Edward Ott
10.1063/1.5134845
Itamar Shani; Liam Shaughnessy; John Rzasa; Alessandro Restelli; Brian R. Hunt; Heidi Komkov; Daniel P. Lathrop
10.1063/1.5123753
Christoph Jansen; Thomas Penzel; Stephan Hodel; Stefanie Breuer; Martin Spott; Dagmar Krefting
10.1063/1.5128003
Close Modal

or Create an Account

Close Modal
Close Modal