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Quasi-monotonic segmentation of state variable behavior for reactive control

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CONTRIBUTORS:
  Author Fitzgerald, Will
  Author Lemire, Daniel (Université du Québec à Montréal (UQAM))
  Author Brooks, Martin
PROCEEDINGS TITLE:
  AAAI05
YEAR: 2005
PUB TYPE: Conference Paper in Proceedings
PAGES: 1 - 6
SUBJECT(S): None
DISCIPLINE: Computer Science
HTTP: http://www.ondelette.com/lemire/abstracts/AAAI05.html
LANGUAGE: English
PUB ID: 103-415-615 (Last edited on 2005/05/05 12:40:26 GMT-6)
SPONSOR(S):
 
ABSTRACT:
Real-world agents must react to changing conditions as they execute planned tasks. Conditions are typically monitored through time series representing state variables. While some predicates on these times series only consider one measure at a time, other predicates, sometimes called episodic predicates, consider sets of measures. We consider a special class of episodic predicates based on segmentation of the the measures into quasi-monotonic intervals where each interval is either quasi-increasing, quasi-decreasing, or quasi-flat. While being scale-based, this approach is also computational efficient and results can be computed exactly without need for approximation algorithms. Our approach is compared to linear spline and regression analysis.
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