Abstract interpretation of declarative languages
Abstract interpretation of declarative languages
Reasoning About Time in Higher-Level Language Software
IEEE Transactions on Software Engineering
Stochastic Automata Network of Modeling Parallel Systems
IEEE Transactions on Software Engineering
Abstract interpretation and application to logic programs
Journal of Logic Programming
Concurrent constraint programming: towards probabilistic abstract interpretation
Proceedings of the 2nd ACM SIGPLAN international conference on Principles and practice of declarative programming
Principles of Program Analysis
Principles of Program Analysis
Introducation to stochastic Petri nets
Lectures on formal methods and performance analysis
Systematic design of program analysis frameworks
POPL '79 Proceedings of the 6th ACM SIGACT-SIGPLAN symposium on Principles of programming languages
Stochastic Petri Nets: An Introduction to the Theory
ACM SIGMETRICS Performance Evaluation Review - Special issue on Stochastic Petri Nets
Abstract Interpretation of Probabilistic Semantics
SAS '00 Proceedings of the 7th International Symposium on Static Analysis
Timing Anomalies in Dynamically Scheduled Microprocessors
RTSS '99 Proceedings of the 20th IEEE Real-Time Systems Symposium
Quantitative static analysis of distributed systems
Journal of Functional Programming
HLDVT '02 Proceedings of the Seventh IEEE International High-Level Design Validation and Test Workshop
On a probabilistic chemical abstract machine and the expressiveness of linda languages
FMCO'05 Proceedings of the 4th international conference on Formal Methods for Components and Objects
Timing analysis and timing predictability
FMCO'04 Proceedings of the Third international conference on Formal Methods for Components and Objects
A systematic approach to probabilistic pointer analysis
APLAS'07 Proceedings of the 5th Asian conference on Programming languages and systems
A game-based abstraction-refinement framework for Markov decision processes
Formal Methods in System Design
Probabilistic semantics and program analysis
SFM'10 Proceedings of the Formal methods for quantitative aspects of programming languages, and 10th international conference on School on formal methods for the design of computer, communication and software systems
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We review Wilhelm's work on WCET for hard real-time applications and also recent work on analysis of soft-real time systems using probabilistic methods. We then present Probabilistic Abstract Interpretation (PAI) as a quantitative variation of the classical approach; PAI aims to provide close approximations - this should be contrasted to the safe approximations studied in the standard setting. We discuss the relation between PAI and classical Abstract Interpretation as well as average case analysis.