Temporal decision trees or the lazy ECU vindicated

Luca Console; Claudia Picardi; Daniele Theseider Dupré

Temporal decision trees or the lazy ECU vindicated

Luca Console, Claudia Picardi, Daniele Theseider Dupré

Department of Science and Technological Innovation

Research output: Contribution to journal › Conference article › peer-review

Abstract

The automatic generation of diagnostic decision trees from qualitative models is a reasonable compromise between the advantages of using a model-based approach in technical domains and the constraints imposed by on-board applications. In this paper we extend the approach to deal with temporal information. We introduce a notion of temporal diagnostic decision tree, in which nodes have a temporal label providing temporal constraints on the observations, and we present an algorithm for compiling such trees from a model-based diagnostic system.

Original language	English
Pages (from-to)	545-550
Number of pages	6
Journal	IJCAI International Joint Conference on Artificial Intelligence
Publication status	Published - 2001
Event	17th International Joint Conference on Artificial Intelligence, IJCAI 2001 - Seattle, WA, United States Duration: 4 Aug 2001 → 10 Aug 2001

Cite this

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title = "Temporal decision trees or the lazy ECU vindicated",

abstract = "The automatic generation of diagnostic decision trees from qualitative models is a reasonable compromise between the advantages of using a model-based approach in technical domains and the constraints imposed by on-board applications. In this paper we extend the approach to deal with temporal information. We introduce a notion of temporal diagnostic decision tree, in which nodes have a temporal label providing temporal constraints on the observations, and we present an algorithm for compiling such trees from a model-based diagnostic system.",

author = "Luca Console and Claudia Picardi and Dupr{\'e}, {Daniele Theseider}",

year = "2001",

language = "English",

pages = "545--550",

journal = "IJCAI International Joint Conference on Artificial Intelligence",

issn = "1045-0823",

publisher = "International Joint Conferences on Artificial Intelligence",

note = "17th International Joint Conference on Artificial Intelligence, IJCAI 2001 ; Conference date: 04-08-2001 Through 10-08-2001",

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TY - JOUR

T1 - Temporal decision trees or the lazy ECU vindicated

AU - Console, Luca

AU - Picardi, Claudia

AU - Dupré, Daniele Theseider

PY - 2001

Y1 - 2001

N2 - The automatic generation of diagnostic decision trees from qualitative models is a reasonable compromise between the advantages of using a model-based approach in technical domains and the constraints imposed by on-board applications. In this paper we extend the approach to deal with temporal information. We introduce a notion of temporal diagnostic decision tree, in which nodes have a temporal label providing temporal constraints on the observations, and we present an algorithm for compiling such trees from a model-based diagnostic system.

AB - The automatic generation of diagnostic decision trees from qualitative models is a reasonable compromise between the advantages of using a model-based approach in technical domains and the constraints imposed by on-board applications. In this paper we extend the approach to deal with temporal information. We introduce a notion of temporal diagnostic decision tree, in which nodes have a temporal label providing temporal constraints on the observations, and we present an algorithm for compiling such trees from a model-based diagnostic system.

UR - http://www.scopus.com/inward/record.url?scp=84880907075&partnerID=8YFLogxK

M3 - Conference article

AN - SCOPUS:84880907075

SN - 1045-0823

SP - 545

EP - 550

JO - IJCAI International Joint Conference on Artificial Intelligence

JF - IJCAI International Joint Conference on Artificial Intelligence

T2 - 17th International Joint Conference on Artificial Intelligence, IJCAI 2001

Y2 - 4 August 2001 through 10 August 2001

ER -

Temporal decision trees or the lazy ECU vindicated

Abstract

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