Temporal decision trees: model-based diagnosis of dynamic systems on-board

  • Authors:
  • Luca Console;Claudia Picardi;Daniele Theseider Dupré

  • Affiliations:
  • Dipartimento di Informatica, Università di Torino, Torino, Italy;Dipartimento di Informatica, Università di Torino, Torino, Italy;Dipartimento di Informatica, Università del Piemonte Orientale, Alessandria, Italy

  • Venue:
  • Journal of Artificial Intelligence Research
  • Year:
  • 2003

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Abstract

The automatic generation of decision trees based on off-line reasoning on models of a domain is a reasonable compromise between the advantages of using a model-based approach in technical domains and the constraints imposed by embedded applications. In this paper we extend the approach to deal with temporal information. We introduce a notion of temporal decision tree, which is designed to make use of relevant information as long as it is acquired, and we present an algorithm for compiling such trees from a model-based reasoning system.