Data-Based Identification of Prediction Models for Glucose

Created by W.Langdon from gp-bibliography.bib Revision:1.7630

@InProceedings{Velasco:2015:GECCOcomp,

• author = "J. Manuel Velasco and Stephan Winkler and J. Ignacio Hidalgo and Oscar Garnica and Juan Lanchares and J. Manuel Colmenar and Esther Maqueda and Marta Botella and Jose-Antonio Rubio",
• title = "Data-Based Identification of Prediction Models for Glucose",
• booktitle = "GECCO 2015 Medical Applications of Genetic and Evolutionary Computation (MedGEC'15) Workshop",
• year = "2015",
• editor = "Stephen L. Smith and Stefano Cagnoni and Robert M. Patton",
• isbn13 = "978-1-4503-3488-4",
• keywords = "genetic algorithms, genetic programming",
• pages = "1327--1334",
• month = "11-15 " # jul,
• organisation = "SIGEVO",
• address = "Madrid, Spain",
• URL = "http://doi.acm.org/10.1145/2739482.2768508",
• DOI = "doi:10.1145/2739482.2768508",
• publisher = "ACM",
• publisher_address = "New York, NY, USA",
• abstract = "Diabetes mellitus is a disease that affects to hundreds of million of people worldwide. Maintaining a good control of the disease is critical to avoid severe long-term complications. One of the main problems that arise in the (semi) automatic control of diabetes, is to get a model explaining how glucose levels in blood vary with insulin, food intakes and other factors, fitting the characteristics of each individual or patient. In this paper we compare genetic programming techniques with a set of classical identification techniques: classical simple exponential smoothing, Holt's smoothing (linear, exponential and damped), classical Holt and Winters methods and auto regressive integrated moving average modelling. We consider predictions horizons of 30, 60, 90 and 120 minutes. Experimental results shows the difficulty of predicting glucose values for more than 60 minutes and the necessity of adapt GP techniques for those dynamic environments.",
• notes = "Also known as \cite{2768508} Distributed at GECCO-2015.",

}

Genetic Programming entries for Jose Manuel Velasco Cabo Stephan M Winkler Jose Ignacio Hidalgo Perez Oscar Garnica J Lanchares J Manuel Colmenar Esther Maqueda Marta Botella-Serrano Jose Antonio Rubio

Citations