Predictability of temporal network dynamics in normal ageing and brain pathology

Authors: Caligiuri, Annalisa, Papo, David, Yener, Görsev, Güntekin, Bahar, Galla, Tobias, Lacasa, Lucas, Zanin, Massimiliano

Subject Terms: Quantitative Biology - Neurons and Cognition

Access URL: http://arxiv.org/abs/2502.16557

Characterising the dynamics of unlabelled temporal networks

Authors: Caligiuri, Annalisa, Galla, Tobias, Lacasa, Lucas

Subject Terms: Physics - Physics and Society, Nonlinear Sciences - Chaotic Dynamics, Physics - Data Analysis, Statistics and Probability

Access URL: http://arxiv.org/abs/2412.14864

Scalar embedding of temporal network trajectories

Authors: Lacasa, Lucas, Marín-Rodríguez, F. Javier, Masuda, Naoki, Arola-Fernández, Lluís

Subject Terms: Physics - Physics and Society, Computer Science - Social and Information Networks, Physics - Data Analysis, Statistics and Probability

Access URL: http://arxiv.org/abs/2412.02715

Towards certification: A complete statistical validation pipeline for supervised learning in industry

Authors: Lacasa, Lucas, Pardo, Abel, Arbelo, Pablo, Sánchez, Miguel, Yeste, Pablo, Bascones, Noelia, Martínez-Cava, Alejandro, Rubio, Gonzalo, Gómez, Ignacio, Valero, Eusebio, de Vicente, Javier

Subject Terms: Computer Science - Machine Learning, Physics - Data Analysis, Statistics and Probability

Access URL: http://arxiv.org/abs/2411.02075

Dynamical stability and chaos in artificial neural network trajectories along training

Authors: Danovski, Kaloyan, Soriano, Miguel C., Lacasa, Lucas

Subject Terms: Computer Science - Machine Learning, Condensed Matter - Disordered Systems and Neural Networks, Nonlinear Sciences - Chaotic Dynamics, Physics - Data Analysis, Statistics and Probability

Access URL: http://arxiv.org/abs/2404.05782

An effective theory of collective deep learning

Authors: Arola-Fernández, Lluís, Lacasa, Lucas

Subject Terms: Physics - Physics and Society, Condensed Matter - Disordered Systems and Neural Networks, Computer Science - Artificial Intelligence, Computer Science - Machine Learning, Nonlinear Sciences - Adaptation and Self-Organizing Systems

Access URL: http://arxiv.org/abs/2310.12802

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Irreversibility of symbolic time series: a cautionary tale

Authors: Arola-Fernandez, Lluis, Lacasa, Lucas

Subject Terms: Nonlinear Sciences - Chaotic Dynamics, Physics - Data Analysis, Statistics and Probability

Access URL: http://arxiv.org/abs/2303.11868

Higher-order correlations reveal complex memory in temporal hypergraphs

Authors: Gallo, Luca, Lacasa, Lucas, Latora, Vito, Battiston, Federico

Subject Terms: Physics - Physics and Society, Condensed Matter - Statistical Mechanics, Computer Science - Social and Information Networks, Physics - Applied Physics, Physics - Data Analysis, Statistics and Probability

Access URL: http://arxiv.org/abs/2303.09316

Lyapunov Exponents for Temporal Networks

Authors: Caligiuri, Annalisa, Eguiluz, Victor M., di Gaetano, Leonardo, Galla, Tobias, Lacasa, Lucas

Subject Terms: Physics - Data Analysis, Statistics and Probability, Nonlinear Sciences - Chaotic Dynamics

Access URL: http://arxiv.org/abs/2301.12966

Chaotic renormalization group flow and entropy gradients over Haros graphs

Authors: Calero-Sanz, Jorge, Luque, Bartolo, Lacasa, Lucas

Subject Terms: Condensed Matter - Statistical Mechanics, Condensed Matter - Strongly Correlated Electrons, Mathematics - Number Theory, Nonlinear Sciences - Chaotic Dynamics

Access URL: http://arxiv.org/abs/2212.06632

Network bypasses sustain complexity

Authors: Estrada, Ernesto, Gómez-Gardeñes, Jesús, Lacasa, Lucas

Subject Terms: Physics - Physics and Society, Condensed Matter - Disordered Systems and Neural Networks, Computer Science - Social and Information Networks, Physics - Data Analysis, Statistics and Probability, Quantitative Biology - Neurons and Cognition

Access URL: http://arxiv.org/abs/2207.06813

Haros graphs: an exotic representation of real numbers

Authors: Calero-Sanz, Jorge, Luque, Bartolo, Lacasa, Lucas

Subject Terms: Mathematics - Number Theory, Condensed Matter - Disordered Systems and Neural Networks, Mathematics - Combinatorics, Physics - Data Analysis, Statistics and Probability, Physics - Physics and Society

Access URL: http://arxiv.org/abs/2207.03425

Learning Job Titles Similarity from Noisy Skill Labels

Authors: Zbib, Rabih, Lacasa, Lucas Alvarez, Retyk, Federico, Poves, Rus, Aizpuru, Juan, Fabregat, Hermenegildo, Simkus, Vaidotas, García-Casademont, Emilia

Subject Terms: Computer Science - Information Retrieval, Computer Science - Artificial Intelligence, I.2.7

Access URL: http://arxiv.org/abs/2207.00494

Towards certification: A complete statistical validation pipeline for supervised learning in industry

Authors: Lacasa, Lucas ^a, Pardo, Abel ^b, Arbelo, Pablo ^{c, d}, Sánchez-Domínguez, Miguel ^c, Bascones, Noelia ^c, Yeste, Pablo ^c, Martínez-Cava, Alejandro ^c, Rubio, Gonzalo ^c, Gómez, Ignacio ^c, Valero, Eusebio ^{c, e}, de Vicente, Javier ^{c, e, ⁎}

Source: In Expert Systems With Applications 5 June 2025 277

Correlations of network trajectories

Authors: Lacasa, Lucas, Rodriguez, Jorge P., Eguiluz, Victor M.

Source: Physical Review Research 4, L042008 (2022)

Subject Terms: Computer Science - Social and Information Networks, Physics - Data Analysis, Statistics and Probability, Physics - Physics and Society

Access URL: http://arxiv.org/abs/2206.03334

Visibility graphs of animal foraging trajectories

Authors: Paiva, Leticia R., Alves, Sidiney G., Lacasa, Lucas, DeSouza, Og, Miramontes, Octavio

Subject Terms: Condensed Matter - Statistical Mechanics, Physics - Biological Physics

Access URL: http://arxiv.org/abs/2204.11690

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Beyond pairwise network similarity: exploring Mediation and Suppression between networks

Authors: Lacasa, Lucas, Stramaglia, Sebastiano, Marinazzo, Daniele

Subject Terms: Computer Science - Social and Information Networks, Physics - Data Analysis, Statistics and Probability, Physics - Physics and Society

Access URL: http://arxiv.org/abs/2012.09006