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Electricity retailers face increasing uncertainty due to the ongoing expansion of unpredictable, distributed generation in the residential sector. We analyze how increasing levels of households' solar PV self-generation affect the short-term decisionmaking and associated risk exposure of...
Persistent link: https://www.econbiz.de/10012581308
This paper proposes a Skewed Stochastic Volatility (SSV) model to model time varying, asymmetric forecast distributions to estimate Growth at Risk as introduced in Adrian, Boyarchenko, and Giannone's (2019) seminal paper "Vulnerable Growth". In contrary to their semi-parametric approach, the SSV...
Persistent link: https://www.econbiz.de/10012807854
Persistent link: https://www.econbiz.de/10013197237
In this paper we generalise the risk models beyond the ordinary framework of affine processes or Markov processes and study a risk process where the claim arrivals are driven by a Cox process with renewal shot-noise intensity. The upper bounds of the finite-horizon and infinite-horizon ruin...
Persistent link: https://www.econbiz.de/10013016041
It is well-known that outliers exist in the type of multivariate data used by financial practitioners for portfolio construction and risk management. Typically, outliers are addressed prior to model fitting by applying some combination of trimming and/or Winsorization to each individual...
Persistent link: https://www.econbiz.de/10012946531
Financial markets have experienced several negative sigma events in recent years; these eventsoccur with much more regularity than current risk models can predict. There is no guarantee thatthe training set's data generating process will be the same in the test set in finance. Mathematicalmodels...
Persistent link: https://www.econbiz.de/10013236220
Persistent link: https://www.econbiz.de/10014393285
This paper proposes a Skewed Stochastic Volatility (SSV) model to model time varying, asymmetric forecast distributions to estimate Growth at Risk as introduced in Adrian et al. (2019) seminal paper "Vulnerable Growth". In contrary to their semi-parametric approach, the SSV model enables...
Persistent link: https://www.econbiz.de/10013306169
introduce the concept and theory of Gaussian Process Regression (GPR). Thereafter, we show the motivation and we also explain …
Persistent link: https://www.econbiz.de/10012897595
Persistent link: https://www.econbiz.de/10003328379