TIME-DEPENDENT CONCEPTS - REPRESENTATION AND REASONING USING TEMPORALDESCRIPTION LOGICS

Authors
Citation
C. Bettini, TIME-DEPENDENT CONCEPTS - REPRESENTATION AND REASONING USING TEMPORALDESCRIPTION LOGICS, Data & knowledge engineering, 22(1), 1997, pp. 1-38
Citations number
41
Categorie Soggetti
Computer Sciences","Computer Science Artificial Intelligence","Computer Science Information Systems
ISSN journal
0169023X
Volume
22
Issue
1
Year of publication
1997
Pages
1 - 38
Database
ISI
SICI code
0169-023X(1997)22:1<1:TC-RAR>2.0.ZU;2-E
Abstract
A time-dependent concept is a conceptual entity that is defined in ter ms of temporal relationships with other entities. For example, the con cept of an action is defined in terms of a set of temporal relationshi ps among states of a system. The concept of ''widow'', in natural lang uage, is defined in terms of events that have occurred in the past. Ti me-dependent concepts appear in several application areas, from natura l language to diagnosis, from planning to data mining. An interesting issue in knowledge representation is how to formally represent and rea son with these concepts. In this paper, we represent a family of forma l representation languages obtained as an interval-based temporal exte nsion of description logics. We illustrate the expressiveness of these formalisms in representing time-dependent concepts with respect to st andard description logics and other extensions. We give some complexit y results for reasoning problems and we propose approximate algorithms to compute subsumption among time-dependent concepts.