Presentation on theme: "Sanmitra Ghosh Supervisor: Dr Srinandan Dasmahapatra & Dr Koushik Maharatna Electronics and Software Systems, School of Electronics & Computer Science."— Presentation transcript:
Sanmitra Ghosh Supervisor: Dr Srinandan Dasmahapatra & Dr Koushik Maharatna Electronics and Software Systems, School of Electronics & Computer Science University of Southampton 1
Outline Introduction Black Box models (System Identification) Modelling plant responses as ODEs Calibration of Models (Parameter Estimation in ODE using ABC-SMC) ABC-SMC using Gaussian processes Future work References 2
Future work 16 Model needs to be extended to capture the variability seen among different electrical responses. More models are required to represent other stimuli.
References J K Pritchard, M T Seielstad, a Perez-Lezaun, and M W Feldman. Population growth of human Y chromosomes: a study of Y chromosome microsatellites. Mol. Biol. Evol., 16(12):1791–8, December T. Toni, D. Welch, N. Strelkowa, a. Ipsen, and M. P.H Stumpf. Approximate Bayesian computation scheme for parameter inference and model selection in dynamical systems. J. R. Soc. Interface, 6(31):187–202, February 2009.