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Simulation Machines of Mario V. Wüthrich

v-a heatmap


v-a Heatmap Simulation Machine

We provide an R code that allows to simulate (synthetic) v-a heatmaps of individual car drivers in the speed bucket (5,20]km/h. This simulation machine is based on a neural network architecture which has been calibrated to real GPS car driving data. The scale has been chosen rather coarse for computational reasons. For mathematical details we refer to the following reference:

Feature extraction from telematics car driving heatmaps.
(with G. Gao) SSRN Manuscript, ID 3070069, 2017.

Simulation Machine Version 1

For further reading:
Claims frequency modeling using telematics car driving data.
(with G. Gao, S. Meng) SSRN Manuscript, ID 3102371, 2018.



 

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© Mario V. Wüthrich | RiskLab | ETH Zurich