Sustainability and Machine Learning Group
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A study on multi-scale kernel optimisation via centered kernel-target alignment
María Pérez-Ortiz
,
Pedro Antonio Gutiérrez
,
Javier Sanchez-Monedero
,
César Hervás-Martínez
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On the use of nominal and ordinal classifiers for the discrimination of states of development in fish oocytes
María Pérez-Ortiz
,
Manuel Fernández-Delgado
,
Eva Cernadas
,
Rosario Domínguez-Petit
,
Pedro Antonio Gutiérrez
,
César Hervás-Martínez
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Selecting patterns and features for between-and within-crop-row weed mapping using UAV-imagery
María Pérez-Ortiz
,
José Manuel Peña
,
Pedro Antonio Gutiérrez
,
Jorge Torres-Sánchez
,
César Hervás-Martínez
,
Francisca López-Granados
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Semi-supervised learning for ordinal Kernel Discriminant Analysis
María Pérez-Ortiz
,
Pedro Antonio Gutiérrez
,
Mariano Carbonero-Ruz
,
César Hervás-Martínez
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A semi-supervised system for weed mapping in sunflower crops using unmanned aerial vehicles and a crop row detection method
Maria Pérez-Ortiz
,
JM Peña
,
Pedro Antonio Gutiérrez
,
Jorge Torres-Sánchez
,
César Hervás-Martínez
,
Francisca López-Granados
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Data-efficient Learning of Feedback Policies from Image Pixels using Deep Dynamical Models
John-Alexander M. Assael
,
Niklas Wahlström
,
Thomas B. Schön
,
Marc Deisenroth
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URL
Gaussian Processes for Data-Efficient Learning in Robotics and Control
Autonomous learning has been a promising direction in control and robotics for more than a decade since data-driven learning allows to …
Marc Deisenroth
,
Dieter Fox
,
Carl E. Rasmussen
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DOI
Kernelising the Proportional Odds Model through kernel learning techniques
María Pérez-Ortiz
,
Pedro Antonio Gutiérrez
,
Manuel Cruz-Ramírez
,
Javier Sanchez-Monedero
,
César Hervás-Martínez
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Ordinal regression methods: survey and experimental study
Pedro Antonio Gutiérrez
,
Maria Perez-Ortiz
,
Javier Sanchez-Monedero
,
Francisco Fernandez-Navarro
,
César Hervás-Martı́nez
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Oversampling the Minority Class in the Feature Space
María Pérez-Ortiz
,
Pedro Antonio Gutiérrez
,
Peter Tino
,
César Hervás-Martínez
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