4 papers
Autorelevance function and other feature relevance measures for univariate time series
Julian Cardenas, Jamie Arjona, Pedro Delicado
We propose a model agnostic methodology to measure lag relevance in machine learning forecasting models applied to univariate time series. Particularly, we are working in the conte…
Modeling continuous monitoring glucose curves by Beta generalized non-parametric models
Nihan Acar-Denizli, Pedro Delicado
We present a functional data analysis approach for studying time-dependent, continuous glucose monitoring data with repeated measures for each individual in an experiment. After sc…
Functional relevance based on the continuous Shapley value
Pedro Delicado, Cristian Pachón-GarcÃa
The presence of artificial intelligence (AI) in our society is increasing, which brings with it the need to understand the behavior of AI mechanisms, including machine learning pre…
Functional Data Analysis on Wearable Sensor Data: A Systematic Review
Nihan Acar-Denizli, Pedro Delicado
Wearable devices and sensors have recently become a popular way to collect data, especially in the health sciences. The use of sensors allows patients to be monitored over a period…