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
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.