Unifying concepts in information-theoretic time-series analysis. - Bryant, Annie G.; Cliff, Oliver M.; Shine, James M.; Fulcher, Ben D.; Lizier, Joseph T. (CoRR, 2025)

A feature-based information-theoretic approach for detecting interpretable, long-timescale pairwise interactions from time series. - Nguyen, Aria; McMullin, Oscar; Lizier, Joseph T.; Fulcher, Ben D. (CoRR, 2024)

Biological arrow of time: Emergence of tangled information hierarchies and self-modelling dynamics. - Prokopenko, Mikhail; Davies, Paul C. W.; Harré, Michael; Heisler, Marcus; Kuncic, Zdenka; Lewis, Geraint F.; Livson, Ori; Lizier, Joseph T.; Rosas, Fernando E. (CoRR, 2024)

Unifying pairwise interactions in complex dynamics. - Cliff, Oliver M.; Bryant, Annie G.; Lizier, Joseph T.; Tsuchiya, Naotsugu; Fulcher, Ben D. (Nat. Comput. Sci., 2023)

Analytic relationship of relative synchronizability to network structure and motifs. - Lizier, Joseph T.; Bauer, Frank; Atay, Fatihcan M.; Jost, Jürgen (CoRR, 2023)

On the information-theoretic formulation of network participation. - Cajic, Pavle; Agius, Dominic; Cliff, Oliver M.; Shine, James M.; Lizier, Joseph T.; Fulcher, Ben D. (CoRR, 2023)

Unifying Pairwise Interactions in Complex Dynamics. - Cliff, Oliver M.; Lizier, Joseph T.; Tsuchiya, Naotsugu; Fulcher, Ben D. (CoRR, 2022)

Disentangling high-order mechanisms and high-order behaviours in complex systems. - Rosas, Fernando E.; Mediano, Pedro A. M.; Luppi, Andrea I.; Varley, Thomas F.; Lizier, Joseph T.; Stramaglia, Sebastiano; Jensen, Henrik J.; Marinazzo, Daniele (CoRR, 2022)

Nonlinear reconfiguration of network edges, topology and information content during an artificial learning task. - Shine, James M.; Li, Mike; Koyejo, Oluwasanmi; Fulcher, Ben D.; Lizier, Joseph T. (Brain Informatics, 2021)

Estimating Transfer Entropy in Continuous Time Between Neural Spike Trains or Other Event-Based Data. - Shorten, David Peter; Spinney, Richard E.; Lizier, Joseph T. (PLoS Comput. Biol., 2021)

MNIST classification using Neuromorphic Nanowire Networks. - Zhu, Ruomin; Loeffler, Alon; Hochstetter, Joel; Diaz-Alvarez, Adrian; Nakayama, Tomonobu; Stieg, Adam Z.; Gimzewski, James K.; Lizier, Joseph T.; Kuncic, Zdenka (2021)

Generalised Measures of Multivariate Information Content. - Finn, Conor; Lizier, Joseph T. (Entropy, 2020)

Exact Inference of Linear Dependence Between Multiple Autocorrelated Time Series. - Cliff, Oliver M.; Novelli, Leonardo; Fulcher, Ben D.; Shine, James M.; Lizier, Joseph T. (CoRR, 2020)

Inferring network properties from time series via transfer entropy and mutual information: validation of bivariate versus multivariate approaches. - Novelli, Leonardo; Lizier, Joseph T. (CoRR, 2020)

IDTxl: The Information Dynamics Toolkit xl: a Python package for the efficient analysis of multivariate information dynamics in networks. - Wollstadt, Patricia; Lizier, Joseph T.; Vicente, Raul; Finn, Conor; Martínez-Zarzuela, Mario; Mediano, Pedro A. M.; Novelli, Leonardo; Wibral, Michael (J. Open Source Softw., 2019)

Transitions in information processing dynamics at the whole-brain network level are driven by alterations in neural gain. - Li, Mike; Han, Yinuo; Aburn, Matthew J.; Breakspear, Michael; Poldrack, Russell A.; Shine, James M.; Lizier, Joseph T. (PLoS Comput. Biol., 2019)

Large-scale directed network inference with multivariate transfer entropy and hierarchical statistical testing. - Novelli, Leonardo; Wollstadt, Patricia; Mediano, Pedro A. M.; Wibral, Michael; Lizier, Joseph T. (CoRR, 2019)

Generalised Measures of Multivariate Information Content. - Finn, Conor; Lizier, Joseph T. (CoRR, 2019)

Deriving pairwise transfer entropy from network structure and motifs. - Novelli, Leonardo; Atay, Fatihcan M.; Jost, Jürgen; Lizier, Joseph T. (CoRR, 2019)

An Interview-Based Study of Pioneering Experiences in Teaching and Learning Complex Systems in Higher Education. - Lizier, Joseph T.; Harré, Michael; Mitchell, Melanie; DeDeo, Simon; Finn, Conor; Lindgren, Kristian; Lizier, Amanda; Sayama, Hiroki (Complex., 2018)

Pointwise Partial Information Decomposition Using the Specificity and Ambiguity Lattices. - Finn, Conor; Lizier, Joseph T. (Entropy, 2018)

Information Decomposition of Target Effects from Multi-Source Interactions: Perspectives on Previous, Current and Future Work. - Lizier, Joseph T.; Bertschinger, Nils; Jost, Jürgen; Wibral, Michael (Entropy, 2018)

Probability Mass Exclusions and the Directed Components of Mutual Information. - Finn, Conor; Lizier, Joseph T. (Entropy, 2018)

Informative and misinformative interactions in a school of fish. - Crosato, Emanuele; Jiang, Li; Lecheval, Valentin; Lizier, Joseph T.; Wang, X. Rosalind; Tichit, Pierre; Theraulaz, Guy; Prokopenko, Mikhail (Swarm Intell., 2018)

Quantifying Information Modification in Cellular Automata using Pointwise Partial Information Decomposition. - Finn, Conor; Lizier, Joseph T. (2018)

Pointwise Information Decomposition Using the Specificity and Ambiguity Lattices. - Finn, Conor; Lizier, Joseph T. (CoRR, 2018)

Probability Mass Exclusions and the Directed Components of Pointwise Mutual Information. - Finn, Conor; Lizier, Joseph T. (CoRR, 2018)

Characterising information-theoretic storage and transfer in continuous time processes. - Spinney, Richard E.; Lizier, Joseph T. (CoRR, 2018)

IDTxl: The Information Dynamics Toolkit xl: a Python package for the efficient analysis of multivariate information dynamics in networks. - Wollstadt, Patricia; Lizier, Joseph T.; Vicente, Raul; Finn, Conor; Martínez-Zarzuela, Mario; Mediano, Pedro A. M.; Novelli, Leonardo; Wibral, Michael (CoRR, 2018)

Quantifying Long-Range Interactions and Coherent Structure in Multi-Agent Dynamics. - Cliff, Oliver M.; Lizier, Joseph T.; Wang, X. Rosalind; Wang, Peter; Obst, Oliver; Prokopenko, Mikhail (Artif. Life, 2017)

Criticality and Information Dynamics in Epidemiological Models. - Erten, E. Yagmur; Lizier, Joseph T.; Piraveenan, Mahendra; Prokopenko, Mikhail (Entropy, 2017)

Quantifying Information Modification in Developing Neural Networks via Partial Information Decomposition. - Wibral, Michael; Finn, Conor; Wollstadt, Patricia; Lizier, Joseph T.; Priesemann, Viola (Entropy, 2017)

Informative and misinformative interactions in a school of fish. - Crosato, Emanuele; Jiang, Li; Lecheval, Valentin; Lizier, Joseph T.; Wang, X. Rosalind; Tichit, Pierre; Theraulaz, Guy; Prokopenko, Mikhail (CoRR, 2017)

Entropy production and flux during collective motion near criticality. - Crosato, Emanuele; Nigmatullin, Ramil; Lizier, Joseph T.; Prokopenko, Mikhail (CoRR, 2017)

Self-referential basis of undecidable dynamics: from The Liar Paradox and The Halting Problem to The Edge of Chaos. - Prokopenko, Mikhail; Harré, Michael; Lizier, Joseph T.; Boschetti, Fabio; Peppas, Pavlos; Kauffman, Stuart A. (CoRR, 2017)

An Introduction to Transfer Entropy - Information Flow in Complex Systems - Bossomaier, Terry; Barnett, Lionel C.; Harré, Michael; Lizier, Joseph T. (Springer, 2016)

Transfer entropy in continuous time, with applications to jump and neural spiking processes. - Spinney, Richard E.; Prokopenko, Mikhail; Lizier, Joseph T. (CoRR, 2016)

Bits from Brains for Biologically-Inspired Computing. - Wibral, Michael; Lizier, Joseph T.; Priesemann, Viola (Frontiers Robotics AI, 2015)

Partial Information Decomposition as a Unified Approach to the Specification of Neural Goal Functions. - Wibral, Michael; Priesemann, Viola; Kay, Jim W.; Lizier, Joseph T.; Phillips, William A. (CoRR, 2015)

Local active information storage as a tool to understand distributed neural information processing. - Wibral, Michael; Lizier, Joseph T.; Vögler, Sebastian; Priesemann, Viola; Galuske, Ralf (Frontiers Neuroinformatics, 2014)

Reduced predictable information in brain signals in autism spectrum disorder. - Gómez, Carlos; Lizier, Joseph Troy; Schaum, Michael; Wollstadt, Patricia; Grützner, Christine; Uhlhaas, Peter; Freitag, Christine M.; Schlitt, Sabine; Bölte, Sven; Hornero, Roberto; Wibral, Michael (Frontiers Neuroinformatics, 2014)

JIDT: An Information-Theoretic Toolkit for Studying the Dynamics of Complex Systems. - Lizier, Joseph Troy (Frontiers Robotics AI, 2014)

Information Transfer in Swarms with Leaders. - Sun, Yu; Rossi, Louis F.; Shen, Chien-Chung; Miller, Jennifer M.; Wang, X. Rosalind; Lizier, Joseph T.; Prokopenko, Mikhail; Senanayake, Upul (CoRR, 2014)

JIDT: An information-theoretic toolkit for studying the dynamics of complex systems. - Lizier, Joseph T. (CoRR, 2014)

Bits from Biology for Computational Intelligence. - Wibral, Michael; Lizier, Joseph T.; Priesemann, Viola (CoRR, 2014)

The local information dynamics of distributed computation in complex systems. - Lizier, Joseph T. (Springer, 2013)

Moving Frames of Reference, Relativity and Invariance in Transfer Entropy and Information Dynamics. - Lizier, Joseph T.; Mahoney, John R. (Entropy, 2013)

On Thermodynamic Interpretation of Transfer Entropy. - Prokopenko, Mikhail; Lizier, Joseph T.; Price, Don (Entropy, 2013)

Towards a synergy-based approach to measuring information modification. - Lizier, Joseph T.; Flecker, Benjamin; Williams, Paul L. (2013)

Towards Quantifying Interaction Networks in a Football Match. - Cliff, Oliver M.; Lizier, Joseph T.; Wang, X. Rosalind; Wang, Peter; Obst, Oliver; Prokopenko, Mikhail (2013)

Towards a Synergy-based Approach to Measuring Information Modification - Lizier, Joseph T.; Flecker, Benjamin; Williams, Paul L. (CoRR, 2013)

Local measures of information storage in complex distributed computation. - Lizier, Joseph T.; Prokopenko, Mikhail; Zomaya, Albert Y. (Inf. Sci., 2012)

Coherent information structure in complex computation. - Lizier, Joseph T.; Prokopenko, Mikhail; Zomaya, Albert Y. (Theory Biosci., 2012)

Information processing in echo state networks at the edge of chaos. - Boedecker, Joschka; Obst, Oliver; Lizier, Joseph T.; Mayer, Norbert Michael; Asada, Minoru (Theory Biosci., 2012)

Identifying influential spreaders - Bauer, Frank; Lizier, Joseph T. (CoRR, 2012)

Information Dynamics in Small-World Boolean Networks. - Lizier, Joseph T.; Pritam, Siddharth; Prokopenko, Mikhail (Artif. Life, 2011)

Fisher Information at the Edge of Chaos in Random Boolean Networks. - Wang, X. Rosalind; Lizier, Joseph T.; Prokopenko, Mikhail (Artif. Life, 2011)

Multivariate information-theoretic measures reveal directed information structure and task relevant changes in fMRI connectivity. - Lizier, Joseph T.; Heinzle, Jakob; Horstmann, Annette; Haynes, John-Dylan; Prokopenko, Mikhail (J. Comput. Neurosci., 2011)

Computational capabilities of small-world Boolean networks. - Lizier, Joseph T.; Pritam, Siddharth; Prokopenko, Mikhail (2011)

Measuring information storage and transfer in swarms. - Wang, X. Rosalind; Miller, Jennifer M.; Lizier, Joseph T.; Prokopenko, Mikhail; Rossi, Louis F. (2011)

Information storage and transfer in the synchronization process in locally-connected networks. - Ceguerra, Rommel V.; Lizier, Joseph T.; Zomaya, Albert Y. (2011)

A Fisher Information Study of Phase Transitions in Random Boolean Networks. - Wang, X. Rosalind; Lizier, Joseph T.; Prokopenko, Mikhail (2010)

Functional and Structural Topologies in Evolved Neural Networks. - Lizier, Joseph T.; Mahendra, Piraveenan; Pradhana, Dany; Prokopenko, Mikhail; Yaeger, Larry S. (2009)

Emergence of Glider-like Structures in a Modular Robotic System. - Lizier, Joseph T.; Prokopenko, Mikhail; Tanev, Ivan; Zomaya, Albert Y. (2008)

The Information Dynamics of Phase Transitions in Random Boolean Networks. - Lizier, Joseph T.; Prokopenko, Mikhail; Zomaya, Albert Y. (2008)

Spatiotemporal Anomaly Detection in Gas Monitoring Sensor Networks. - Wang, X. Rosalind; Lizier, Joseph T.; Obst, Oliver; Prokopenko, Mikhail; Wang, Peter (2008)

A framework for the local information dynamics of distributed computation in complex systems. - Lizier, Joseph T.; Prokopenko, Mikhail; Zomaya, Albert Y. (CoRR, 2008)

Information Transfer by Particles in Cellular Automata. - Lizier, Joseph T.; Prokopenko, Mikhail; Zomaya, Albert Y. (2007)

Detecting Non-trivial Computation in Complex Dynamics. - Lizier, Joseph T.; Prokopenko, Mikhail; Zomaya, Albert Y. (2007)