Juan Carlos Gonzalez-Avella

Juan Carlos González- Avella
Perfil
I have expertise on theoretical modeling, Monte Carlo simulations and in the development of numerical methods for continuous and discrete dynamical systems, Big Data Analysis, Data Science, Image Processing, Natural Languages Processes and applications of network theory and Statistical Physics for the analysis of collective behaviors of populations, as well as the study of problems of opinion formation, culture dissemination, spread of epidemics on social networks, mass media effects, social learning, emergence of cooperation, analysis of inter-bank networks markets, the emergence and persistence of communities structures in real networks through of co-evolutionary network processes. I have experience at performing data analysis to spot relevant patterns and signals from real dirty data as well as experienced in applying machine-learning algorithms and developing agent-based models to generate predictive data engines for classification or regression tasks.

Projectes de recerca recents i vigents

MdM-IFISC-2

Maria de Maeztu 2023-2026

I.P.: Ernesto Estrada, Ingo Fischer, Emilio Hernández-García, Rosa Lopez, Claudio Mirasso, Jose Javier Ramasco, Raúl Toral, Roberta Zambrini
After 15 years of its existence, IFISC can point to a proven track record of impactful research. The previous 2018-2022 MdM award has significantly enhanced the institute's capabilities, as demonstrated by an ...

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