Extending the Heston model to forecast motor vehicle collision rates

نویسندگان

چکیده

We present an alternative approach to the forecasting of motor vehicle collision rates. adopt oft-used tool in mathematical finance, Heston Stochastic Volatility model, forecast short-term and long-term evolution incorporate a number extensions model make it fit for modelling temporally-unstable non-deterministic nature rate fluctuations, introduce parameter account periods accelerated safety. also adjust estimates seasonality patterns. Using these parameters, we perform rates explore plausible scenarios using forecasts. The shows close affinity with realised (over 95% accuracy), outperforms models currently used road safety research (Vasicek, SARIMA, SARIMA-GARCH). suggest that modest targets reduce (1.83% annually) fluctuations month-to-month (by half) could have significant benefits median this scenario suggests 50% fall rates, 75% simulations suggesting effective change is observed before 2044. main benefit provides eschewing necessity setting unreasonable are often missed. Instead, presents effects achievable can on over long run, while incorporating random variability. Examining parameters underlie expected will aid policymakers determining effectiveness implemented policies.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

On the Heston Model with Stochastic Interest Rates

We discuss the Heston [Heston-1993] model with stochastic interest rates driven by Hull-White [Hull,White-1996] (HW) or Cox-Ingersoll-Ross [Cox, et al.-1985] (CIR) processes. Two projection techniques to derive affine approximations of the original hybrid models are presented. In these approximations we can prescibe a non-zero correlation structure between all underlying processes. The affine a...

متن کامل

Impact of extended drinking hours in Ontario on motor-vehicle collision and non-motor-vehicle collision injuries.

OBJECTIVE On May 1, 1996, Ontario, Canada, amended the Liquor Licence Act to extend the hours of alcohol sales and service in licensed establishments from 1 am to 2 am. The purpose of this study was to evaluate the impact of extended drinking hours in Ontario on motor-vehicle collision (MVC) and other injuries admitted to regional trauma units based on Ontario Trauma Registry data. METHOD A q...

متن کامل

Extending Reactive Collision Avoidance Methods to Consider any Vehicle Shape and the Kinematics and Dynamic Constraints

Many collision avoidance methods do not consider the vehicle shape and its kinematic and dynamic constraints, assuming a point-like and omnidirectional robot without acceleration constraints. The contribution of this paper is a methodology to consider the exact shape and kinematics as well as the effects of the dynamics in the collision avoidance layer, although the original avoidance method at...

متن کامل

Unfolding rates for the diffusion-collision model.

In the diffusion-collision model, the unfolding rates are given by the likelihood of secondary structural cluster dissociation. In this work, we introduce an unfolding rate calculation for proteins whose secondary structural elements are alpha helices, modeled from thermal escape over a barrier that arises from the free energy in buried hydrophobic residues. Our results are in good agreement wi...

متن کامل

An Artificial Neural Network Model to Forecast Exchange Rates

For the purposes of this research, the optimal MLP neural network topology has been designed and tested by means the specific genetic algorithm multi-objective Pareto-Based. The objective of the research is to predict the trend of the exchange rate Euro/USD up to three days ahead of last data available. The variable of output of the ANN designed is then the daily exchange rate Euro/Dollar and t...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

ژورنال

عنوان ژورنال: Accident Analysis & Prevention

سال: 2021

ISSN: ['1879-2057', '0001-4575']

DOI: https://doi.org/10.1016/j.aap.2021.106250