Optimizing football analytics: Dimensionality reduction meets machine learning for offensive and defensive player profiling

• Rodrigo Yáñez-Sepúlveda,

  Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Project administration, Resources, Software, Supervision, Validation, Visualization, Writing – original draft, Writing – review & editing

  Affiliations Faculty of Education and Humanities, Universidad Andres Bello, Viña del Mar, Chile, Department of Sport Sciences, Faculty of Sport and Health Sciences, Fit Generation Research Institute, Andorra la Vella, Andorra

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• Aldo Vásquez-Bonilla,

  Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Project administration, Resources, Writing – original draft

  Affiliation Universidad de Extremadura, Facultad de Ciencias del Deporte, Caceres, España

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• Rodrigo Olivares,

  Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Project administration, Resources, Software, Supervision

  Affiliation Escuela de Ingeniería Informática, Universidad de Valparaíso, Valparaíso, Chile

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• Pablo Olivares,

  Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Project administration, Resources, Software, Supervision, Validation, Visualization

  Affiliation Escuela de Ingeniería Informática, Universidad de Valparaíso, Valparaíso, Chile

  https://orcid.org/0009-0003-5200-3289

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• Guillermo Cortés-Roco,

  Roles Project administration, Resources, Software, Supervision, Validation, Visualization, Writing – original draft

  Affiliation Facultad de Ciencias de la Vida, Universidad Viña del Mar, Viña del Mar, Chile

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• Eduardo Guzmán-Muñoz,

  Roles Methodology, Project administration, Resources, Software, Supervision, Validation, Visualization, Writing – original draft

  Affiliations Escuela de Kinesiología, Facultad de Salud, Universidad Santo Tomás, Talca, Chile, Escuela de Kinesiología, Facultad de Ciencias de la Salud, Universidad Autónoma de Chile, Talca, Chile

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• Marcelo Tuesta,

  Roles Software, Supervision, Validation, Visualization, Writing – original draft

  Affiliation Exercise and Rehabilitation Sciences Laboratory, School of Physical Therapy, Faculty of Rehabilitation Sciences, Universidad Andres Bello, Santiago, Chile

  https://orcid.org/0000-0002-5711-7520

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• Jorge Olivares-Arancibia,

  Roles Methodology, Project administration, Resources, Software, Supervision

  Affiliation Grupo AFySE, Investigación en Actividad Física y Salud Escolar, Escuela de Pedagogía en Educación Física, Facultad de Educación, Universidad de Las Américas, Santiago, Chile

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• Boryi A. Becerra-Patiño,

  Roles Software, Supervision, Validation, Visualization, Writing – original draft

  Affiliation Faculty of Physical Education, National Pedagogical University, Bogotá, Colombia

  https://orcid.org/0000-0002-9581-5071

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• Juan David Paucar-Uribe,

  Roles Resources, Software, Supervision, Validation, Writing – original draft

  Affiliation Faculty of Physical Education, National Pedagogical University, Bogotá, Colombia

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• Diego Andrés Rada-Perdigón,

  Roles Investigation, Methodology, Project administration, Resources

  Affiliation Faculty of Physical Education, National Pedagogical University, Bogotá, Colombia

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• Exal Garcia-Carrillo,

  Roles Investigation, Methodology, Supervision, Validation, Visualization, Writing – original draft, Writing – review & editing

  Affiliations Department of Physical Activity Sciences, Faculty of Education Sciences, Universidad Católica del Maule, Talca, Chile, School of Education, Faculty of Human Sciences, Universidad Bernardo O'Higgins, Santiago, Chile

  https://orcid.org/0000-0001-6190-938X

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• Tomás Rivera-Kofler,

  Roles Software, Validation, Visualization, Writing – original draft

  Affiliation Facultad de Ciencias de la Vida, Universidad Viña del Mar, Viña del Mar, Chile

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• Vicente Javier Clemente-Suárez,

  Roles Supervision, Validation, Writing – original draft

  Affiliations Faculty of Medicine, Health and Sports, Universidad Europea de Madrid, Madrid, Spain, Grupo de Investigación en Cultura, Educación y Sociedad, Universidad de la Costa, Barranquilla, Colombia

  https://orcid.org/0000-0002-2397-2801

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• José Francisco López-Gil

  Roles Supervision, Validation, Visualization, Writing – original draft, Writing – review & editing

  * E-mail: josefranciscolopezgil@gmail.com

  Affiliations School of Medicine, Universidad Espíritu Santo, Samborondón, Ecuador, Vicerrectoría de Investigación y Postgrado, Universidad de Los Lagos, Osorno, Chile

  https://orcid.org/0000-0002-7412-7624

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