
Articles 
C. Domshlak and S. E. Shimony. Efficient Probabilistic Reasoning in Bayes Nets with Mutual Exclusion and Context Specific Independence. International Journal of Intelligent Systems, 19(8):703725, August 2004. 
S. E. Shimony and C. Domshlak. Complexity of Probabilistic Reasoning in DirectedPath Singly Connected Bayes Networks. Artificial Intelligence, 151:213225, 2003. 
Santos, Jr., Eugene and Solomon E. Shimony. Deterministic Approximation of Marginal Probabilities in Bayes Nets. IEEE Transactions on Systems, Man, and Cybernetics, 28(4):377393, 1998. 
Santos, Jr., Eugene Solomon Eyal Shimony and Edward Williams. Hybrid Algorithms for Approximate Belief Updating in Bayes Nets. International Journal of Approximate Reasoning, 17(23):191216, 1997. 
Solomon E. Shimony and Santos, Jr., Eugene. Exploiting CaseBased Independence for Approximating Marginal Probabilities. International Journal of Approximate Reasoning, 14(1), January 1996. 
Santos, Jr., Eugene and Solomon E. Shimony. An Empirical Study on Deterministic Approximation of Marginal Probabilities in Bayes Nets. Accepted for publication, IEEE Transactions on Systems, Man, and Cybernetics, 1996. 
Solomon E. Shimony and Santos, Jr., Eugene. Exploiting CaseBased Independence for Approximating Marginal Probabilities. International Journal of Approximate Reasoning, 14(1):2554, 1996. 
Avraham A. Melkman and Solomon E. Shimony. Algorithms for Parsimonious Complete Sets in Directed Graphs. Information Processing Letters, 59:335339, 1996. 
Solomon E. Shimony. The Role of Relevance in Explanation II: Disjunctive Assignments and Approximate Independence. International Journal of Approximate Reasoning, 13(1):2760, July 1995. 
Solomon E. Shimony. Finding MAPs for Belief Networks is NPHard. Artificial Intelligence, 68(2):399410, August 1994. 
Eugene Charniak and Solomon E. Shimony. CostBased Abduction and MAP Explanation. Artificial Intelligence Journal, 66(2):345374, 1994. 
Yoram Kornatzky and Solomon Eyal Shimony. A Probabilistic ObjectOriented Data Model. Data and Knowledge Engineering, 12:143166, 1994. 
Solomon E. Shimony. The Role of Relevance in Explanation I: Irrelevance as Statistical Independence. International Journal of Approximate Reasoning, 8(4):281324, June 1993. 

Conference Articles 
C. Domshlak and S. E. Shimony. Efficient Probabilistic Reasoning in Bayes Nets with Mutual Exclusion and Context Specific Independence. In Proceedings of FLAIRS, May 2003. 
C. Domshlak and S. E. Shimony. Improving the Dynamic Behavior of CPnet based Multimedia Systems by Predicting Likely Components. In AAAI/KDD/UAI Joint Workshop on RealTime Decision Support and Diagnosis Systems, July 2002. 
Ami Berler and Solomon Eyal Shimony. Bayes Networks for Sonar Sensor Fusion. In Proceedings of the Thirteenth Annual Conference on Uncertainty in Artificial Intelligence (UAI97), pages 1421, 1997. 
Amnon Meisels Solomon E. Shimony and Gadi Solotorevsky. Bayes Networks for Estimating the Number of Solutions to a CSP. In Proceedings of the AAAI97 Conference, pages 179184, 1997. 
Edward Williams Santos, Jr., Eugene and Solomon Eyal Shimony. Experiments with Distributed Anytime Inferencing: Working with Cooperative Algorithms. In Proceedings of the AAAI Workshop on Building ResourceBounded Reasoning Systems, pages 8691, 1997. 
Solomon Eyal Shimony Carmel Domshlak and Eugene Santos Jr.. CostSharing in Bayesian Knowledge Bases. In Proceedings of the Thirteenth Annual Conference on Uncertainty in Artificial Intelligence (UAI97), pages 421428, 1997. 
Eugene Santos Jr. Solomon E. Shimony and Edward Williams. SampleandAccumulate Algorithms for Belief Updating in Bayes Networks. In Uncertainty in Artificial Intelligence, Proceedings of the 12th Conference, pages 477484, Morgan Kaufmann, August 1996. 
Santos, Jr., Eugene Solomon Eyal Shimony and Edward Williams. Achieving Hard Bounds with Randomized Algorithms for Belief Updating. In Proceedings of the Tweltfth Isreali Symposium on Artificial Intelligence, 1996. 
Santos, Jr., Eugene and Shimony, Solomon Eyal. Belief Updating by Enumerating HighProbability IndependenceBased Assignments. In Uncertainty in AI, Proceedings of the Tenth Conference, pages 506513, July 1994. 
Yoram Kornatzky and Solomon E. Shimony. A Probabilistic Spatial Data Model. In 4th International Conference on Database and Expert Systems Applications, Lecture Notes in Computer Science, pages 337348, Springer Verlag, 1993. 
Shimony, Solomon E.. Relevant Explanations: Allowing Disjunctive Assignments. In Proceedings of the 9th Conference on Uncertainty in AI, pages 200207, Morgan Kaufmann, 1993. 
Yoram Kornatzky and Solomon Eyal Shimony. Predicting Image Features for Tracking and Navigation. In Proceedings of the International Conference on Automation, Robotics and Computer Vision, 1992. 
Shimony, Solomon E.. Explanation, Irrelevance and Statistical Independence. In AAAI Proceedings, pages 482487, 1991. 
Shimony, Solomon E.. Algorithms for Finding Irrelevancebased MAP Assignments to Belief Networks. In Proceedings of the 7th Conference on Uncertainty in AI, 1991. 
Eugene Charniak and Solomon E. Shimony. Probabilistic Semantics for CostBased Abduction. In Proceedings of the 8th National Conference on AI, pages 106111, August 1990. 
Shimony, Solomon E. and Charniak, Eugene. A New Algorithm for Finding MAP Assignments to Belief Networks. In Proceedings of the 6th Conference on Uncertainty in AI, pages 98103, 1990. 

Phd Thesis 
Solomon E. Shimony. A Probabilistic Framework for Explanation. , 1991, Brown University. Technical report CS9157. 

Technical reports 
Solomon E. Shimony and Carmel Domshlak. Belief Updating in Polytree Bayes Nets with an Additional Selector Variable. , 2002. 
Solomon E. Shimony and Ami Berler. Bayes Networks for Sensor Fusion in Occupancy Grids. , 1996. 
Santos, Jr., Eugene Solomon Eyal Shimony and Edward Williams. On a Distributed Anytime Architecture for Probabilistic Reasoning. , 1995. 
Avraham A. Melkman and Solomon E. Shimony. Minimal Complete Sets in Directed Graphs: Algorithms and Hard Problems. , 1994. 
Solomon E. Shimony. Finding MAPs for Belief Networks is NPhard. , 1993. 
Eugene Charniak and Solomon E. Shimony. Probabilistic Semantics for Rule Based Systems. , February 1990. 
Solomon E. Shimony. On Irrelevance and Partial Assignments to Belief Networks. , 1990. 