Anurag.Acharya@CENTRO.SOAR.CS.CMU.EDU (03/30/88)
AI SEMINAR TOPIC: Nonmonotonic Temporal Reasoning, and Causation SPEAKER: Professor Yoav Shoham Dept. of Computer Science Stanford University Stanford, CA 94305 shoham@score.stanford.edu WHEN: Tuesday, April 12, 1988 3:30pm WHERE: Wean Hall 5409 ABSTRACT We define two problems that arise from the conflicting goals of rigor and efficiency in temporal reasoning, called the {it qualification problem} and the {it extended prediction problem}, which subsume the infamous {it frame problem}. We then offer solutions to those. The solution relies on making nonmonotonic inferences. We present our very simple, semantical approach to nonmonotonic logics. We then define a particular nonmonotonic logic, called the logic of {it chronological ignorance}, which combines elements of temporal logic and the modal logic of knowledge. We illustrate how the logic can be used to solve the qualification problem. (In the unlikely event of time permitting, we will do the same for the extended prediction problem). Although the logic of chronological ignorance is, in general, badly undecidable, we identify a restricted class of theories, called {it causal theories}, which have very nice properties: They each have a model that is (in a certain sense) unique, and that is (in a certain sense) easily computable. We argue that the above analysis offers an attractive account of the concept of {it causation}, and of its central role in common sense reasoning. The talk presupposes only basic understanding of first-order logic. -------