Entropy, Irreversibility, and Time-Series Deep Learning of Kinematic and Kinetic Data for Gait Classification in Children with Cerebral Palsy, Idiopathic Toe Walking, and Hereditary Spastic Paraplegia

de Gorostegui, Alfonso; Zanin, Massimiliano; Martín-Gonzalo, Juan-Andrés; López-López, Javier; Gómez-Andrés, David; Kiernan, Damien; Rausell, Estrella
Sensors 25 (13), (2025)

On the limits of the intervention on complex systems guided by functional networks

Zanin, Massimiliano
Scientific Reports 15, 22304 (2025)

Information decomposition of airport dynamics: A study of Europe and US

Acharya, Kishor; Zanin, Massimiliano
Transportation Research Interdisciplinary Perspectives 31, 101466 (2025)

Quantifying Deviations from Gaussianity with Application to Flight Delay Distributions

Olivares, Felipe; Zanin, Massimiliano
Entropy 27, 354 (1-16) (2025)

Directs in European air traffic management: When and why are they actually granted?

Esteve, Pau; Zanin, Massimiliano
Journal of Air Transport Management 125, 102766 (2025)

Evaluating Methods for Detrending Time Series Using Ordinal Patterns, with an Application to Air Transport Delays

Olivares, Felipe; Marín-Rodríguez, F Javier; Acharya, Kishor; Zanin, Massimiliano
Entropy 27, 230 (1-18) (2025)

Reconstructing functional networks of air transport delay propagations with minimal information

Zanin, Massimiliano
Physica A: Statistical Mechanics and its Applications 659, 130318 (2025)

Algorithmic Approaches for Assessing Multiscale Irreversibility in Time Series: Review and Comparison

Zanin, Massimiliano; Papo, David
Entropy 27 (2), 126 (2025)

Deep Learning Unravels Differences Between Kinematic and Kinetic Gait Cycle Time Series from Two Control Samples of Healthy Children Assessed in Two Different Gait Laboratories

De Gorostegui Álvarez de Miranda, Alfonso; Kiernan, Damien; Martín-Gonzalo, Juan-Andrés; López-López, Javier; Pulido-Valdeolivas, Irene; Rausell, Estrella; Zanin, Massimiliano; Gómez-Andrés, David
Sensors 25, 110 (2025)

Manipulating Time Series Irreversibility Through Continuous Ordinal Patterns

Zanin, Massimiliano
Symmetry 16, 1696 (2024)

Advanced Methodologies and Technologies for Innovative Information Systems

Cecil, Roy R.; Miranda, João L.; Nagy, Mariana; Da Silveira, Marcos; Zanin, Massimiliano
2024 IEEE International Conference on Bioinformatics and Biomedicine (BIBM), IEEE, , 6745-6752 (2024)

Evaluating Time Irreversibility Tests Using Geometric Brownian Motions with Stochastic Resetting

Zanin, Massimiliano; Trajanovski, Pece; Jolakoski, Petar; Sandev, Trifce; Kocarev, Ljupco
Symmetry 16, 1445 (2024)

DESIGN and be SMART: Eleven engineering challenges to achieve sustainable air transportation under safety assurance in the year 2050

Wandelt, Sebastian; Blom, Henk; Krömer, Marius Magnus; Li, Daochun; Mitici, Mihaela; Ryley, Tim; Stumpf, Eike; Wang, Kun; Yang, Bin; Zanin, Massimiliano; Sun, Xiaoqian
Journal of the Air Transport Research Society 4, 100045 (2024)

Deep Learning models for the analysis of time series: A practical introduction for the statistical physics practitioner

Crespo-Otero, Alfredo; Esteve, Pau; Zanin, Massimiliano
Chaos Solitons & Fractals 187, 115359 (2024)

Status quo and challenges in air transport management research

Wandelt, Sebastian; Antoniou, Constantinos; Birolini, Sebastian; Delahaye, Daniel; Dresner, Martin; Fu, Xiaowen; Gössling, Stefan; Hong, Seock-Jin; Odoni, Amedeo R.; Zanin, Massimiliano; Zhang, Anming; Zhang, Hui; Zhang, Yahua; Sun, Xiaoqian
Journal of the Air Transport Research Society 2, 100014 (2024)

Low Cost Carriers Induce Specific and Identifiable Delay Propagation Patterns: An Analysis of the EU and US Systems

Gil-Rodrigo, Sofia; Zanin, Massimiliano
IEEE Access 12, 75323 - 75336 (2024)

How representative are air transport functional complex networks? A quantitative validation

Acharya, Kishor; Olivares, Felipe; Zanin, Massimiliano
Chaos 34, 043133 (2024)

Reconstructing brain functional networks through identifiability and deep learning

Zanin, Massimiliano; Aktürk, Tuba; Yıldırım, Ebru; Yerlikaya, Deniz; Yener, Görsev; Güntekin, Bahar
Network Neuroscience 8, 241–259 (2024)

Augmenting Granger Causality through continuous ordinal patterns

Zanin, Massimiliano
Communications in Nonlinear Science and Numerical Simulation 128, 107606 (2024)

Identifiability of complex networks

Zanin, Massimiliano; Buldú, J.M.
Frontiers in Physics 11, (2023)

How efficient is air transport? A network perspective

Visa Scheimann, Daniel (supervisor: Zanin, Massimiliano)
Master Thesis (2023)

Non-linear transitions in air transport delays: models and data

Szabó, Zita (supervisor: Zanin, Massimiliano)
Master Thesis (2023)

An overview of network structures and node importance in the global aviation system from the year 2011 to 2022

Zanin, Massimiliano; Wandelt, Sebastian
Journal of the Air Transport Research Society 1, 63-80 (2023)

Randomized phase II clinical trial of ruxolitinib plus simvastatin in COVID19 clinical outcome and cytokine evolution

Garcia-Donas, Jesus; [...]; Zanin, Massimiliano; et al.
Frontiers in Immunology 14, 1156603 (2023)

Markov-modulated model for landing flow dynamics: An ordinal analysis validation

Olivares, Felipe; Zunino, Luciano; Zanin, Massimiliano
Chaos: an interdisciplinary Journal of Nonlinear Science 33, 033142(1-12) (2023)

On the complementarity of ordinal patterns-based entropy and time asymmetry metrics

Martínez, Johann H.; Ramasco, Jose J.; Zanin, Massimiliano
Chaos 33, 033138 (2023)

Continuous ordinal patterns: Creating a bridge between ordinal analysis and deep learning

Zanin, Massimiliano
Chaos 33, 033114 (2023)

Propagation of Interactions among Aircraft Trajectories: A Complex Network Approach

López-Martín,Raúl; Zanin,Massimiliano
Aerospace 10, 213 (2023)

Measuring landing independence and interactions using statistical physics

Olivares, Felipe; Sun, Xiaoqian; Wandelt, Sebastian; Zanin, Massimiliano
Transportation Research Part E: Logistics and Transportation Review 170, 102998 (2023)

Structure, resilience and evolution of the European Air Route Network from 2015 to 2018

Esteve, Pau; Ramasco, Jose J.; Zanin, Massimiliano
IEEE Transactions on Network Science and Engineering 10 (4), 2045-2058 (2023)

Understanding small-scale COVID-19 transmission dynamics with the Granger causality test

Romero García, Carolina; Briz-Redón, Álvaro; Iftimi, Adina; Lozano, Manuel; De Andrés, José; Landoni, Giovanni; Zanin, Massimiliano
Archives of Environmental & Occupational Health 78 (5), 273-281 (2023)

Local and Network-Wide Time Scales of Delay Propagation in Air Transport: A Granger causality Approach

Pastorino, Luisina; Zanin, Massimiliano
Aerospace 10 (1), 36 (2023)

Functional networks of weather events propagation between airports

López Martín, Raúl (supervisor: Massimiliano Zanin)
Master Thesis (2022)

Can Deep Learning distinguish chaos from noise? Numerical experiments and general considerations

Zanin, Massimiliano
Communications in Nonlinear Science and Numerical Simulation 114, 106708 (2022)

Corrupted bifractal features in finite uncorrelated power-law distributed data

Olivares, Felipe; Zanin, Massimiliano
Physica A: Statistical Mechanics and its Applications 603, 1-11 (2022)

Gait analysis under the lens of statistical physics

Zanin, Massimiliano; Olivares, Felipe; Pulido-Valdeolivas, Irene; Rausell, Estrella; Gomez-Andres, David
Computational and Structural Biotechnology Journal 20, 3257-3267 (2022)

Analysis of the European air route network: properties, evolution and resilience

Esteve, Pau (Advisors: Massimiliano Zanin & Jose J. Ramasco)
Master Thesis (2022)

Analyzing international events through the lens of statistical physics: The case of Ukraine

Zanin, Massimiliano; Martínez, Johann H.
Chaos: An Interdisciplinary Journal of Nonlinear Science 32, 051103 (1-8) (2022)

Optimal Cost-Based Strengthening of Complex Networks

Rong, Qingnan; Zhang, Jun; Sun, Xiaoqian; Wandelt, Sebastian; Zanin, Massimiliano; Tian, Liang
IEEE Transactions on Network Science and Engineering 9, 1117 - 1127 (2022)

20 years of ordinal patterns: Perspectives and challenges

Leyva Callejas, Inmaculada; Martinez, Johann; Masoller, Cristina; Rosso, Osvaldo A.; Zanin, Massimiliano
EPL 138, 31001 (1-7) (2022)

Assessing Identifiability in Airport Delay Propagation Roles Through Deep Learning Classification

Ivanoska, Ilinka; Pastorino, Luisina; Zanin, Massimiliano
IEEE Access 10, 28520 - 28534 (2022)

Telling functional networks apart using ranked network features stability

Zanin, Massimiliano; Güntekin, Bahar; Aktürk, Tuba; Yıldırım, Ebru; Yener, Görsev; Kiyi, Ilayda; Hünerli-Gündüz, Duygu; Sequeira, Henrique; Papo, David
Scientific Reports 12, 2562 (2022)

From random failures to targeted attacks in network dismantling

Wandelt, Sebastian; Lin, Wei; Sun, Xiaoqian; Zanin, Massimiliano
Reliability Engineering & System Safety 218, 108146 (2022)

Air delay propagation patterns in Europe from 2015 to 2018: an information processing perspective

Pastorino, Luisina; Zanin, Massimiliano
J. Phys. Complex. 3, 015001 (2022)

A Fast Transform for Brain Connectivity Difference Evaluation

Zanin, Massimiliano; Ivanoska, Ilinka; Güntekin, Bahar; Yener, Görsev; Loncar-Turukalo, Tatjana; Jakovljevic, Niksa; Sveljo, Olivera; Papo, David
Neuroinformatics 20, 285-299 (2022)

Algorithmic Approaches for Assessing Irreversibility in Time Series: Review and Comparison

Zanin, Massimiliano; Papo, David
Entropy 23, 1474 (2021)

Classifying diseases by using biological features to identify potential nosological models

Prieto Santamaría, Lucía; Eduardo P. García del Valle; Massimiliano Zanin; Gandhi Samuel Hernández Chan; Yuliana Pérez Gallardo; Alejandro Rodríguez-González
Scientific Reports 11, 21096 (2021)

Assessing time series irreversibility through micro-scale trends

Zanin, Massimiliano
Chaos: An Interdisciplinary Journal of Nonlinear Science 31, 103118 (2021)

The AIMe registry for artificial intelligence in biomedical research

Julian Matschinske, ..., Massimiliano Zanin, Olga Zolotareva, Jan Baumbach & David B. Blumenthal
Nature Methods , (2021)

Ordinal patterns-based methodologies for distinguishing chaos from noise in discrete time series

Zanin, Massimiliano; Olivares, Felipe
Communications Physics 4, 190 (2021)

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Publicaciones: Massimiliano Zanin

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