Title :
EpiSpec: A formal specification language for parameterized agent-based models against epidemiological ground truth
Author :
Hussain, Faheem ; Ramanathan, Arvind ; Pullum, Laura L. ; Jha, Sumit Kumar
Author_Institution :
Dept. of Electr. Eng. & Comput. Sci., Univ. of Central Florida, Orlando, FL, USA
Abstract :
Building complex computational models of the spread of epidemics is a problem that has seen renewed interest in recent years. Such models are being used for understanding real-time disease evolution prediction and are also proving useful in the prevention, monitoring and control of contagious diseases. There is a pressing need to ensure reliability of epidemiological models since they are widely used in safety-critical applications. In this paper, we present a new spatio-temporal specification language, EpiSpec, for describing detailed properties of agent-based computational epidemiological models. We describe the formal syntax of EpiSpec and demonstrate its use by describing various spatio-temporal properties related to disease evolution, and propose the use of statistical model checking as an algorithmic technique for verification and validation of large computational epidemiological models.
Keywords :
computational linguistics; diseases; epidemics; evolution (biological); formal languages; medical computing; spatiotemporal phenomena; statistics; EpiSpec; agent-based computational epidemiological models; algorithmic technique; complex computational models; contagious disease control; contagious disease monitoring; contagious disease prevention; epidemiological ground truth; formal specification language; formal syntax; parameterized agent-based models; real-time disease evolution prediction; safety-critical applications; spatiotemporal properties; spatiotemporal specification language; statistical model; Analytical models; Biological system modeling; Computational modeling; Diseases; Model checking; Predictive models; Probabilistic logic;
Conference_Titel :
Computational Advances in Bio and Medical Sciences (ICCABS), 2014 IEEE 4th International Conference on
Conference_Location :
Miami, FL
Print_ISBN :
978-1-4799-5786-6
DOI :
10.1109/ICCABS.2014.6863924