Generating time series reference models based on event analysis

Pérez Pérez, Aurora and Caraça-Valente Hernández, Juan Pedro and Lara Torralbo, Juan Alfonso (2010). Generating time series reference models based on event analysis. In: "19th European Conference on Artificial ntelligence, ECAI 2010", 16/08/2010 - 20/08/2010, Lisboa, Portugal. ISBN 978-1-60750-605-8.

Description

Title: Generating time series reference models based on event analysis
Author/s:
  • Pérez Pérez, Aurora
  • Caraça-Valente Hernández, Juan Pedro
  • Lara Torralbo, Juan Alfonso
Item Type: Presentation at Congress or Conference (Article)
Event Title: 19th European Conference on Artificial ntelligence, ECAI 2010
Event Dates: 16/08/2010 - 20/08/2010
Event Location: Lisboa, Portugal
Title of Book: Frontiers in Artificial Intelligence and Applications. Proceeding of the 19th European Conference on Artificial ntelligence, ECAI 2010
Date: 2010
ISBN: 978-1-60750-605-8
Volume: 215
Subjects:
Faculty: Facultad de Informática (UPM)
Department: Lenguajes y Sistemas Informáticos e Ingeniería del Software
Creative Commons Licenses: Recognition - No derivative works - Non commercial

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Abstract

Creating a reference model that represents a given set of time series is a relevant problem as it can be applied to a wide range of tasks like diagnosis, decision support, fraud detection, etc. In some domains, like seismography or medicine, the relevant information contained in the time series is concentrated in short periods of time called events. In this paper, we propose a technique for generating time series reference models based on the analysis of the events they contain. The proposed technique has been applied to time series from two medical domains: Electroencephalography, a neurological procedure to record the electrical activity produced by the brain and Stabilometry, a branch of medicine studying balance-related functions in human beings.

More information

Item ID: 7940
DC Identifier: https://oa.upm.es/7940/
OAI Identifier: oai:oa.upm.es:7940
Official URL: http://www.booksonline.iospress.nl/Content/View.as...
Deposited by: Memoria Investigacion
Deposited on: 15 Jul 2011 10:33
Last Modified: 20 Apr 2016 16:52
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