- author = "Ivan Contreras and Arthur Bertachi and Lyvia Biagi and Josep Vehi and Silvia Oviedo",
- title = "Using Grammatical Evolution to Generate Short-term Blood Glucose Prediction Models",
- booktitle = "KDH@IJCAI-ECAI 2018 The 3rd International Workshop on Knowledge Discovery in Healthcare Data",
- year = "2018",
- editor = "Kerstin Bach and Razvan C. Bunescu and Oladimeji Farri and Aili Guo and Sadid A. Hasan and Zina M. Ibrahim and Cindy Marling and Jesse Raffa and Jonathan Rubin and Honghan Wu",
- volume = "Vol-2148",
- series = "CEUR Workshop Proceedings",
- pages = "91--96",
- address = "Stockholm",
- month = jul # " 13,",
- publisher = "CEUR-WS.org",
- keywords = "genetic algorithms, genetic programming, grammatical evolution",
- bibsource = "DBLP, http://dblp.uni-trier.de/db/conf/ijcai/khd2018.html#ContrerasBBVO18",
-
URL = "
http://ceur-ws.org/Vol-2148/paper15.pdf",
- size = "6 pages",
- abstract = "Blood glucose levels prediction provides the possibility to issue early warnings related to ineffective or poor treatments. Advance notifications of adverse glycemic events can provide sufficient time windows to issue appropriate responses and adjust the therapy. Consequently, patients could avoid hyperglycemia and hypoglycemia conditions which would improve overall health, safety, and the quality of life of insulin dependent patients. This report concerns to the application of a search-based algorithm to generate models able to capture the dynamics of the blood glucose at a personalized patient level. The grammar-based feature generation allows to build complex empirical models using the data gathered by a sensor augmented therapy, a fitness band and a basic knowledge of T1D dynamics. Final model solutions provide blood glucose levels estimations using prediction horizons of 30, 60 and 90 minutes.",
-
notes = "co-located with the 27th International Joint
Conference on Artificial Intelligence and the 23rd
European Conference on Artificial Intelligence
(IJCAI-ECAI 2018)
http://ceur-ws.org/Vol-2148/
also known as \cite{conf/ijcai/ContrerasBBVO18}",
