This paper introduces a model-based testing framework and associated toolkit, so called HYPpOTesT, for uncertain service-based web applications specified as probabilistic systems with non-determinism. The framework connects input/output conformance theory with hypothesis testing in order to assess if the behavior of the application under test corresponds to its probabilistic formal specification. The core component is a (on-the-fly) model-based testing algorithm able to automatically generate, execute and evaluate test cases from a Markov Decision Process specification. The testing activity feeds a Bayesian inference process that quantifies and mitigates the system uncertainty by calibrating probability values in the initial specification. This paper illustrates the structure, features, and usage of HYPpOTesT using the U-Store exemplar, i.e., a web-based e-commerce application that exhibits uncertain behavior.
(2019). HYPpOTesT: Hypothesis Testing Toolkit for Uncertain Service-Based Web Applications . Retrieved from http://hdl.handle.net/10446/151154
HYPpOTesT: Hypothesis Testing Toolkit for Uncertain Service-Based Web Applications
Camilli, Matteo;Gargantini, Angelo;Scandurra, Patrizia
2019-01-01
Abstract
This paper introduces a model-based testing framework and associated toolkit, so called HYPpOTesT, for uncertain service-based web applications specified as probabilistic systems with non-determinism. The framework connects input/output conformance theory with hypothesis testing in order to assess if the behavior of the application under test corresponds to its probabilistic formal specification. The core component is a (on-the-fly) model-based testing algorithm able to automatically generate, execute and evaluate test cases from a Markov Decision Process specification. The testing activity feeds a Bayesian inference process that quantifies and mitigates the system uncertainty by calibrating probability values in the initial specification. This paper illustrates the structure, features, and usage of HYPpOTesT using the U-Store exemplar, i.e., a web-based e-commerce application that exhibits uncertain behavior.File | Dimensione del file | Formato | |
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