Probabilistic dynamic belief revision

We investigate the discrete (finite) case of the Popper–Renyi theory of conditional probability, introducing discrete conditional probabilistic models for knowledge and conditional belief, and comparing them with the more standard plausibility models. We also consider a related notion, that of safe belief, which is a weak (non-negatively introspective) type of “knowledge”. We develop a probabilistic version of this concept (“degree of safety”) and we analyze its role in games. We completely axiomatize the logic of conditional belief, knowledge and safe belief over conditional probabilistic models. We develop a theory of probabilistic dynamic belief revision, introducing probabilistic “action models” and proposing a notion of probabilistic update product, that comes together with appropriate reduction laws.

[1]  Johan van Benthem,et al.  Dynamic Update with Probabilities , 2009, Stud Logica.

[2]  J. Benthem,et al.  Logics of communication and change , 2006 .

[3]  Joseph Y. Halpern Lexicographic probability, conditional probability, and nonstandard probability , 2001, Games Econ. Behav..

[4]  Guillaume Aucher,et al.  A Combined System for Update Logic and Belief Revision , 2004, PRIMA.

[5]  C. Ionescu Tulcea Representations of conditional probabilities , 1984 .

[6]  Joseph Y. Halpern Reasoning about uncertainty , 2003 .

[7]  Hirofumi Katsuno,et al.  On the Difference between Updating a Knowledge Base and Revising It , 1991, KR.

[8]  Hans van Ditmarsch,et al.  Prolegomena to Dynamic Logic for Belief Revision , 2005, Synthese.

[9]  G. Pappas,et al.  Essays on Knowledge and Justification , 1978 .

[10]  Johan van Benthem,et al.  Dynamic logic of preference upgrade , 2007, J. Appl. Non Class. Logics.

[11]  Bas C. van Fraassen,et al.  Fine-grained opinion, probability, and the logic of full belief , 1995, J. Philos. Log..

[12]  Peter Gärdenfors,et al.  On the logic of theory change: Partial meet contraction and revision functions , 1985, Journal of Symbolic Logic.

[13]  Lawrence S. Moss,et al.  Logics for Epistemic Programs , 2004, Synthese.

[14]  Robert Stalnaker Knowledge, Belief and Counterfactual Reasoning in Games , 1996, Economics and Philosophy.

[15]  Alexandru Baltag,et al.  Conditional Doxastic Models: A Qualitative Approach to Dynamic Belief Revision , 2006, WoLLIC.

[16]  A. Rényi On a new axiomatic theory of probability , 1955 .

[17]  Oliver Board,et al.  Dynamic interactive epistemology , 2004, Games Econ. Behav..

[18]  K. Lehrer Theory Of Knowledge , 1990 .

[19]  Bas C. van Fraassen,et al.  Representational of conditional probabilities , 1976, J. Philos. Log..

[20]  Jelle Gerbrandy,et al.  Dynamic epistemic logic , 1998 .

[21]  R. Aumann Backward induction and common knowledge of rationality , 1995 .

[22]  Alexandru Baltag,et al.  A qualitative theory of dynamic interactive belief revision , 2008 .

[23]  Alexandru Baltag,et al.  The logic of conditional doxastic actions , 2008 .

[24]  Craig Boutilier,et al.  On the Revision of Probabilistic Belief States , 1995, Notre Dame J. Formal Log..

[25]  Barteld P. Kooi,et al.  Probabilistic Dynamic Epistemic Logic , 2003, J. Log. Lang. Inf..

[26]  Johan van Benthem,et al.  Conditional Probability Meets Update Logic , 2003, J. Log. Lang. Inf..

[27]  K. Popper,et al.  The Logic of Scientific Discovery , 1960 .

[28]  M. Fréchet,et al.  Sur les espaces simples des Probabilités conditionnelles , 1964 .

[29]  Rohit Parikh,et al.  Conditional Probability and Defeasible Inference , 2005, J. Philos. Log..

[30]  Johan van Benthem,et al.  Dynamic logic for belief revision , 2007, J. Appl. Non Class. Logics.

[31]  P G rdenfors,et al.  Knowledge in flux: modeling the dynamics of epistemic states , 1988 .

[32]  A. Baltag,et al.  Dynamic Belief Revision over Multi-Agent Plausibility Models , 2006 .

[33]  Lawrence S. Moss,et al.  The Logic of Public Announcements and Common Knowledge and Private Suspicions , 1998, TARK.

[34]  Jan van Eijck,et al.  Logics of communication and change , 2006, Inf. Comput..

[35]  Alexandru Baltag,et al.  A Logic for Suspicious Players: Epistemic Actions and Belief-Updates in Games , 2000 .