Aline Duarte
Departamento de Estatística
Instituto de Matemática e Estatística
Universidade de São Paulo
Rua do Matão 1010, CEP 05508-090
São Paulo, SP, Brasil
E-mail: alineduarte@usp.br or aduarte@ime.usp.br
Research Interests
- Stochastic modeling of neuronal networks
- Stochastic chains with memory of variable length
- Stochastic chains with infinity memory
- Statistical model selection in neurobiological models
About me
- Current Assist Professor of Department of Statistics at IME-USP and researcher member of RIDC NeuroMat.
- Post-doc fellow at RIDC NeuroMat under the supervision of Pablo Ferrari, 2017.
- Post-doc at Université de Cergy-Pontoise under the supervision of Eva Löcherbah, 2016.
- Ph.D in Statistics at Universidade de São Paulo under the supervision of Antonio Galves, 2015.
- M.S in Mathematics at Universidade Federal do Rio Grande do Sul under the supervision of Rafel Rigão, 2011.
Publications
- Chevallier J., Duarte A., Löcherbach E., Ost G. Mean field limit for non linear spatially extended Hawkes processes with exponential memory kernels. To appear in Stochastic Processes and their Applications, 2018. Available here
- Duarte, A., Galves, A., Löcherbach, E. and Ost, G. Estimating the interaction graph of stochastic neural dynamics. To appear in Bernoulli, 2018. Available here
- Duarte, A. and Ost, G. A Model for Neural Activity in the Absence of External Stimuli. Markov Processes Relat. Fields v.22, n.1, pp 37-52, 2016. Available here
- Duarte, A., Rodríguez, A. A. and Ost, G. Hydrodynamic Limit for Spatially Structured Interacting Neurons. Journal of Statistical Physics, v161, n.5, pp 1163-1202, 2015. Available here
Preprints
- Duarte, A., Fraiman, R., Galves, A., Vargas, C. and Ost, G. Context tree selection for functional data Arxiv link.
- Duarte, A., Löcherbach, E. and Ost, G. Stability, convergence to equilibrium and simulation of non-linear Hawkes Processes with memory kernels given by the sum of Erlang kernels. Arxiv link.
Teaching
2020/01 - MAE0222 - Probabilidade
2019/02 - MAE5895 - Modelos Estocásticos em Neurociências
2019/02 - MAE0229 - Introdução à Probabilidade e a Estatística II
2019/01 - MAE0116 - Noções de Estatística
2018/02 - MAE0212 - Probabilidade e Estatística II