Statistical Machine Learning in Environmental Health
mar. 20, 2020
The project employs Statistics and Machine learning techniques to analyze the influence of environmental factors, such as air pollution, on public health. Studies reveal strong correlations between exposure to pollutants and the severity of health outcomes, particularly during the COVID-19 pandemic. Research findings indicate that socio-economic and environmental determinants critically affect disease spread and severity. By integrating various data sources, the project aims to enhance predictive models for better health risk assessments. This multidisciplinary approach underscores the importance of addressing environmental health challenges through advanced statistical learning methodologies.
Joaquín Martínez-Minaya
Assistant Professor in Statistics and Optimization
My research interests include Spatio-temporal Bayesian models using INLA and Stan, and Compositional Data methods
Publicaciones
Objective: To study the suitability of cost-sensitive ordinal artificial intelligence-machine learning (AI-ML) strategies in the …
Fernando García-García,
Dae-Jin Lee,
Pedro Pablo España Yandiola,
Isabel Urrutia Landa,
Joaquín Martínez-Minaya,
Miren Hayet-Otero,
Mónica Nieves Ermecheo,
José María Quintana,
Rosario Menéndez,
Antoni Torres,
Rafael Zalacain Jorge,
COVID-19 & Air Pollution Working Group
This study examines the relationship between outdoor air pollution exposure and the severity and mortality of COVID-19 pneumonia. The …
O. Bronte,
F. García-García,
D.-J. Lee,
I. Urrutia,
A. Uranga,
M. Nieves,
Joaquín Martínez-Minaya,
J.M. Quintana,
I. Arostegui,
R. Zalacain,
L.A. Ruiz-Iturriaga,
L. Serrano,
R. Menéndez,
R. Méndez,
A. Torres,
C. Cilloniz,
P.P. España,
COVID-19 & Air Pollution Working Group
With the COVID-19 pandemic having caused unprecedented numbers of infections and deaths, large research efforts have been undertaken …
Miren Hayet-Otero,
Fernando García-García,
Dae-Jin Lee,
Joaquín Martínez-Minaya,
Pedro Pablo España Yandiola,
Isabel Urrutia Landa,
Mónica Nieves Ermecheo,
José María Quintana,
Rosario Menéndez,
Antoni Torres,
Rafael Zalacain Jorge,
Inmaculada Arostegui,
COVID-19 & Air Pollution Working Group
Although cities globally are increasingly mobilizing re-naturing projects to address diverse urban socio-environmental and health …
Margarita Triguero-Mas,
Isabelle Anguelovski,
James J T Connolly,
Nick Martin,
Austin Matheney,
Helen V S Cole,
Carmen Pérez del Pulgar,
Melissa Garcia-Lamarca,
Galia Shokry,
Lucía Argüelles,
David Conesa,
Elsa Gallez,
Blanca Sarzo,
Miguel Angel Beltrán,
Jesúa López Máñez,
Joaquín Martínez-Minaya,
Emilia Oscilowicz,
Mariana C Arcaya,
Francesc Baró
Although urban greening is universally recognized as an essential part of sustainable and climate-responsive cities, a growing …
Isabelle Anguelovski,
James J. T. Connolly,
Helen Cole,
Melissa Garcia-Lamarca,
Margarita Triguero-Mas,
Francesc Baró,
Nicholas Martin,
David Conesa,
Galia Shokry,
Carmen Pérez del Pulgar,
Lucia Argüelles Ramos,
Austin Matheney,
Elsa Gallez,
Emilia Oscilowicz,
Jesúa López Máñez,
Blanca Sarzo,
Miguel Angel Beltrán,
Joaquín Martínez-Minaya