Temporal Reasoning with Constraints on Fluents and Events

Abstract

We propose a propositional language for temporal reasoning that is computationally effective yet expressive enough to describe information about fluents, events and temporal constraints. Although the complete inference algorithm is exponential, we characterize a tractable core with limited expressibility and inferential power. Our results render a variety of constraint propagation techniques applicable for reasoning with constraints on fluents. 1 Introduction Consider the issues raised by the following "story". At 8:00 the microfilm was deposited in the safe and at 11:00 the microfilm was gone. John was at the bar between 8:10 - 8:30 and between 9:10-12:00. He was also at the poker table between 8:35 - 9:00. Fred was at the bar between 8:30 - 10:00 and between 10:45 - 12:00. The bar opened at 7:30 and closed at 12:00. We know that at least 15 minutes are required to take the microfilm and return to the bar. Given the story above, we are interested in answering queries such ...

Cite

Text

Schwalb et al. "Temporal Reasoning with Constraints on Fluents and Events." AAAI Conference on Artificial Intelligence, 1994.

Markdown

[Schwalb et al. "Temporal Reasoning with Constraints on Fluents and Events." AAAI Conference on Artificial Intelligence, 1994.](https://mlanthology.org/aaai/1994/schwalb1994aaai-temporal/)

BibTeX

@inproceedings{schwalb1994aaai-temporal,
  title     = {{Temporal Reasoning with Constraints on Fluents and Events}},
  author    = {Schwalb, Eddie and Kask, Kalev and Dechter, Rina},
  booktitle = {AAAI Conference on Artificial Intelligence},
  year      = {1994},
  pages     = {1067-1072},
  url       = {https://mlanthology.org/aaai/1994/schwalb1994aaai-temporal/}
}