Luiza Lober ☕️
Luiza Lober
(she/her)

PhD candidate

About Me

I’m currently working towards my PhD at University of São Paulo (USP, Brazil), previously having obtained my bachelor’s and master’s degree in physics at UNICAMP. The focus of my research, in the area of complex systems, is on characterizing non-linear dynamics through supervised models and network properties. I look forward to apply physical, statistical and data-oriented modeling to various phenomena!

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Interests
  • Complex systems;
  • Chaotic dynamics;
  • Supervised learning and genetic programming;
  • Epidemics and rumor propagation;
  • Financial networks.
Education
  • PhD Physics (ongoing)

    University of São Paulo

  • Extension - Data mining

    State University of Campinas (UNICAMP)

  • MSc. Physics

    State University of Campinas (UNICAMP)

  • BSc Physics

    State University of Campinas (UNICAMP)

Featured publications
Recent Publications
(2025). (pre-print) Discovering equations from data: symbolic regression in dynamical systems. ArXiv pre-print.
(2025). Parameter inference in nonlinear dynamical systems via recurrence plots and convolutional neural networks. Physical Review E.
(2024). Forecasting infectious diseases in Brazilian cities: Integrating socio-economic and geographic data from related cities through a machine learning approach. Chaos, Solitons and Fractals.
Recent & Upcoming Talks
Recent news

𝗜𝘀 𝗶𝘁 𝗽𝗼𝘀𝘀𝗶𝗯𝗹𝗲 𝘁𝗼 𝗽𝗿𝗲𝗱𝗶𝗰𝘁 𝗰𝗵𝗮𝗼𝘁𝗶𝗰 𝗱𝘆𝗻𝗮𝗺𝗶𝗰𝘀? In this new paper, we use recurrence plots to train convolutional neural networks with the task of estimating the defining control parameters of non-linear systems. arxiv.org/abs/2410.23408 with @luizalober.bsky.social