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Francisco José Plaza Vega

Profesor Asociado

Universidad de Santiago de Chile

Santiago, Chile

Ciencia de los datos, particularmente la obtención de patrones a través de información. Últimamente, mi trabajo de tesis doctoral (en Estadística) se enfoca en Deep Learning para la predicción y el análisis de patrones.

Ingeniero Pesquero, PONTIFICIA UNIVERSIDAD CATOLICA DE VALPARAISO. Chile, 2008
Estadística, UNIVERSIDAD DE VALPARAISO. Chile, 2017
Estadística, UNIVERSIDAD DE VALPARAISO. Chile, 2023
Big Data y Data Science, PONTIFICIA UNIVERSIDAD CATOLICA DE VALPARAISO. Chile, 2017

Investigador Other

PONTIFICIA UNIVERSIDAD CATOLICA DE VALPARAISO

Recursos Naturales

Valparaiso, Chile

2006 - 2011
Profesor Part Time

UNIVERSIDAD DE VALPARAISO

Ciencias

Valparaíso, Chile

2019 - At present
Profesor Asociado Full Time

UNIVERSIDAD DE SANTIAGO DE CHILE

Facultad de Ciencia

Santiago, Chile

2023 - At present

Investigador Other

Pontificia Universidad Católica de Valparaíso

Valparaíso, Chile

2006 - 2011
Conference Planner Other

Instituto de Fomento Pesquero

Valparaíso, Chile

2011 - 2013
Ingeniero Control de Proyectos Full Time

Instituto de Fomento Pesquero

Valparaíso, Chile

2013 - 2023
Profesor Asociado Full Time

Universidad de Santiago de Chile

Santiago, Chile

2023 - At present


Deep learning-based classification of species in central-southern fisheries in Chile Alvarado, E; Plaza-Vega, F.; Montenegro, C.; Saavedra, O Article ISI LATIN AMERICAN JOURNAL OF AQUATIC RESEARCH (2025)
Parameter estimation for fractional power type diffusion: A hybrid Bayesian-deep learning approach Araya, H.; Plaza-Vega, F. Article ISI COMMUNICATIONS IN STATISTICS-THEORY AND METHODS (2024)
Environmental effect on the variability of anchovy (Engraulis ringens) in northern Chile: Autoregressive conditional heteroskedastic approach with exogenonus variable and missing values PLAZA-VEGA, FRANCISCO JOSE; TOLEDO-ARAYA, HECTOR MANUEL; YANEZ-RODRIGUEZ, ELEUTERIO Article ISI SCOPUS FISHERIES RESEARCH (2023)
REDACS: Regional emergency-driven adaptive cluster sampling for effective COVID-19 management Medina, F. A. Article ISI STOCHASTIC ANALYSIS AND APPLICATIONS (2023)
Prediction of intensity and location of seismic events using deep learning Nicolis, Orietta; Plaza, Francisco Article ISI SPATIAL STATISTICS (2021)
Identifying ecosystem patterns from time series of anchovy (Engraulis ringens) and sardine (Sardinops sagax) landings in northern Chile Plaza, Francisco; Salas, Rodrigo Article ISI SCOPUS JOURNAL OF STATISTICAL COMPUTATION AND SIMULATION (2018)
Modelling climate change impacts on anchovy and sardine landings in northern Chile using ANNs Eleuterio Yáñez; Francisco Plaza; Claudio Silva; María Ángela Barbieri; Gabriela Bohm Article ISI SCIELO SCOPUS Latin American Journal of Aquatic Research (2017)
Pelagic resources landings in central-southern Chile under the A2 climate change scenarios Y??ez, Eleuterio; S?nchez, Felipe; Barbieri, Mar?a ?ngela Article ISI SCOPUS OCEAN DYNAMICS (2016)
Forecasting of jack mackerel landings (Trachurus murphyi) in central-southern Chile through neural networks Naranjo, L.; Plaza, F; Yáñez E.; Sanchez, F Article ISI SCOPUS FISHERIES OCEANOGRAPHY (2015)
Pacific sardine (Sardinops sagax, Jenyns 1842) landings prediction. A neural network ecosystemic approach Gutierrez-Estrada, JC; Yáñez E.; Pulido-Calvo, I; Silva, C; Plaza, F; Borquez, C Article ISI SCOPUS FISHERIES RESEARCH (2009)


Assessing Seismic Hazard in Chile Using Deep Neural Networks Plaza, Francisco; Nicolis, Orietta; Salas, Rodrigo BookSection (2018)
Impacts of Climate Change on Marine Fisheries and Aquaculture in Chile (Chapter 10). Lagos, Nelson; Norambuena, Roberto; Silva, Claudio; Letelier, Jaime; Muck, Peter; Broitman, Bernardo; Contreras, Heraldo; Gelcich, Stefan; Labra, Fabio; Lardies, Marco; et al. BookSection (2017)


Climate change and fisheries in Chile Yáñez E.; Plaza, F; Silva, C BookWhole SCOPUS Vulnerability of Agriculture, Water and Fisheries to Climate Change: Toward Sustainable Adaptation Strategies (2014)


Explainable Machine-Learning for identifying the genetic biomarker MGMT in brain tumors using magnetic resonance imaging radiomics Ponce, S; Chabert, S; Mayeta, L; Franco, P; Plaza-Vega, F.; Querales, M; Salas, R ConferencePaper ISI 2024 14TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION SYSTEMS, ICPRS (2024)


CLIMATE CHANGE : SPATIO-TEMPORAL ECOSYSTEM-BASED DYNAMICS USING STATISTICAL TOOLS GENERATIVE AI AND LONG MEMORY TIME SERIES Plaza-Vega, F. Proyecto (2025)
Beca de Doctorado Nacional Plaza-Vega, F. Proyecto (2018)
Climate change and small pelagic resources predictions in Chile FONDECYT (1130782) Proyecto 2013-2015 Tesista
Sistema de pronósticos de pesquerías pelágicas chilenas frente a diversos escenarios del cambio climático FONDEF (D11I1137) Proyecto 2013-2015 Personal técnico y/o de apoyo


Anchovy (Engraulis ringens) and Pacific sardine (Sardinops sagax) variability changes in northern Chile associated with the environment and inter species synchronicity: GARCH model with exogenous variable and hybrid Bayesian deep learning estimation approach Plaza-Vega, F.; Araya, H. Review ISI PROGRESS IN OCEANOGRAPHY (2024)
Anchovy (Engraulis ringens) and sardine (Sardinops sagax) abundance forecast off northern Chile: A multivariate ecosystemic neural network approach Yáñez E.; Plaza, F; Gutierrez-Estrada, JC; Rodriguez, N; Pulido-Calvo, I; Borquez, C Review ISI SCOPUS PROGRESS IN OCEANOGRAPHY (2010)