Towards a general theory of action and time
Artificial Intelligence
Artificial Intelligence - Special issue on knowledge representation
A survey on temporal reasoning in artificial intelligence
AI Communications
Combining qualitative and quantitative constraints in temporal reasoning
Artificial Intelligence
Causality: models, reasoning, and inference
Causality: models, reasoning, and inference
Maintaining knowledge about temporal intervals
Communications of the ACM
Temporal representation and reasoning in artificial intelligence: Issues and approaches
Annals of Mathematics and Artificial Intelligence
A Probabilistic Approach to Robust Execution of Temporal Plans with Uncertainty
SETN '02 Proceedings of the Second Hellenic Conference on AI: Methods and Applications of Artificial Intelligence
A Fuzzy Extension of Allen`s Interval Algebra
AI*IA '99 Proceedings of the 6th Congress of the Italian Association for Artificial Intelligence on Advances in Artificial Intelligence
Estimating Uncertain Relations between Indeterminate Temporal Points and Intervals
TIME '01 Proceedings of the Eighth International Symposium on Temporal Representation and Reasoning (TIME'01)
Probabilistic Temporal Interval Networks
TIME '04 Proceedings of the 11th International Symposium on Temporal Representation and Reasoning
The temporal logic of programs
SFCS '77 Proceedings of the 18th Annual Symposium on Foundations of Computer Science
Computing context-dependent temporal diagnosis in complex domains
Expert Systems with Applications: An International Journal
Causal temporal constraint networks for representing temporal knowledge
Expert Systems with Applications: An International Journal
Low-cost addition of preferences to DTPs and TCSPs
AAAI'04 Proceedings of the 19th national conference on Artifical intelligence
Non-standard semantics for the method of temporal arguments
IJCAI'87 Proceedings of the 10th international joint conference on Artificial intelligence - Volume 1
Temporal constraint reasoning with preferences
IJCAI'01 Proceedings of the 17th international joint conference on Artificial intelligence - Volume 1
Probabilistic temporal networks: A unified framework for reasoning with time and uncertainty
International Journal of Approximate Reasoning
A framework for reasoning under uncertainty with temporal constraints
SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics
Avian influenza: Temporal modeling of a human to human transmission case
Expert Systems with Applications: An International Journal
Believing change and changing belief
IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and Humans
Modeling and Inference of Extended Interval Temporal Logic for Nondeterministic Intervals
IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and Humans
Hi-index | 12.05 |
Time is ubiquitous. Accounting for time and its interaction with change is crucial to modeling the dynamic world, especially in domains whose study of data is sensitive to time such as in medical diagnosis, financial investment, and natural language processing, to name a few. We present a framework that incorporates both uncertainty and time in its reasoning scheme. It is based on an existing knowledge representation called Bayesian Knowledge Bases. It provides a graphical representation of knowledge, time and uncertainty, and enables probabilistic and temporal inferencing. The reasoning scheme is probabilistically sound and the fusion of temporal fragments is well defined. We will discuss some properties of this framework and introduce algorithms to ensure groundedness during the construction of the model. The framework has been applied to both artificial and real world scenarios.