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相关论文: Estimating fast mean-reverting jumps in electricit…

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Most energy and commodity markets exhibit mean-reversion and occasional distinctive price spikes, which results in demand for derivative products which protect the holder against high prices. To this end, in this paper we present exact and…

计算金融 · 定量金融 2021-04-23 Nicola Cufaro Petroni , Piergiacomo Sabino

We discuss and extend methods for estimating Markovian-Regime-Switching (MRS) and trend models for wholesale electricity prices. We argue the existing methods of trend estimation used in the electricity price modelling literature either…

统计方法学 · 统计学 2020-09-17 Angus Lewis , Nigel Bean , Giang Nguyen

Recent studies concerning the point electricity price forecasting have shown evidence that the hourly German Intraday Continuous Market is weak-form efficient. Therefore, we take a novel, advanced approach to the problem. A probabilistic…

统计金融 · 定量金融 2021-02-02 Michał Narajewski , Florian Ziel

We consider a 2-dimensional marked Hawkes process with increasing baseline intensity in order to model prices on electricity intraday markets. This model allows to represent different empirical facts such as increasing market activity,…

交易与市场微观结构 · 定量金融 2021-03-17 Thomas Deschatre , Pierre Gruet

We find empirical evidence that mean-reverting jump processes are not statistically adequate to model electricity spot price spikes but independent, signed sums of such processes are statistically adequate. Further we demonstrate a change…

应用统计 · 统计学 2017-05-08 Jhonny Gonzalez , John Moriarty , Jan Palczewski

The recent liberalization of the electricity and gas markets has resulted in the growth of energy exchanges and modelling problems. In this paper, we modelize jointly gas and electricity spot prices using a mean-reverting model which fits…

统计金融 · 定量金融 2018-02-20 Noufel Frikha , Vincent Lemaire

We discuss stochastic modeling of volatility persistence and anti-correlations in electricity spot prices, and for this purpose we present two mean-reverting versions of the multifractal random walk (MRW). In the first model the…

统计金融 · 定量金融 2015-06-04 Martin Rypdal , Ola Løvsletten

We present a new model for the electricity spot price dynamics, which is able to capture seasonality, low-frequency dynamics and the extreme spikes in the market. Instead of the usual purely deterministic trend we introduce a non-stationary…

应用统计 · 统计学 2012-01-06 Fred Espen Benth , Claudia Klüppelberg , Gernot Müller , Linda Vos

The South Australia region of the Australian National Electricity Market (NEM) displays some of the highest levels of price volatility observed in modern electricity markets. This paper outlines an approach to probabilistic forecasting…

机器学习 · 计算机科学 2023-12-13 Cameron Cornell , Nam Trong Dinh , S. Ali Pourmousavi

We propose a multi-scale stochastic volatility model in which a fast mean-reverting factor of volatility is built on top of the Heston stochastic volatility model. A singular pertubative expansion is then used to obtain an approximation for…

证券定价 · 定量金融 2012-05-15 Jean-Pierre Fouque , Matthew Lorig

In this paper, we propose a multidimensional statistical model of intraday electricity prices at the scale of the trading session, which allows all products to be simulated simultaneously. This model, based on Poisson measures and inspired…

统计金融 · 定量金融 2023-08-01 Thomas Deschatre , Xavier Warin

Using a suitable change of probability measure, we obtain a novel Poisson series representation for the arbitrage- free price process of vulnerable contingent claims in a regime-switching market driven by an underlying continuous- time…

计算金融 · 定量金融 2017-01-09 Agostino Capponi , Jose Figueroa-Lopez , Jeffrey Nisen

In electricity markets, futures contracts typically function as a swap since they deliver the underlying over a period of time. In this paper, we introduce a market price for the delivery periods of electricity swaps, thereby opening an…

证券定价 · 定量金融 2022-06-13 Annika Kemper , Maren D. Schmeck , Anna Kh. Balci

In electricity markets, it is sensible to use a two-factor model with mean reversion for spot prices. One of the factors is an Ornstein-Uhlenbeck (OU) process driven by a Brownian motion and accounts for the small variations. The other…

证券定价 · 定量金融 2013-08-16 Fred Espen Benth , Salvador Ortiz-Latorre

The electricity market is a very peculiar market due to the large variety of phenomena that can affect the spot price. However, this market still shows many typical features of other speculative (commodity) markets like, for instance, data…

物理与社会 · 物理学 2008-12-02 Josep Perello , Miquel Montero , Luigi Palatella , Ingve Simonsen , Jaume Masoliver

Recently, a marked Poisson process (MPP) model for life catastrophe risk was proposed in [6]. We provide a justification and further support for the model by considering more general Poisson point processes in the context of extreme value…

风险管理 · 定量金融 2013-11-01 Matias Leppisaari

The liberalization of electricity markets and the development of renewable energy sources has led to new challenges for decision makers. These challenges are accompanied by an increasing uncertainty about future electricity price movements.…

应用统计 · 统计学 2018-09-12 Florian Ziel , Rick Steinert

We propose and investigate two model classes for forward power price dynamics, based on continuous branching processes with immigration, and on Hawkes processes with exponential kernel, respectively. The models proposed exhibit jumps…

统计金融 · 定量金融 2019-10-30 Giorgia Callegaro , Andrea Mazzoran , Carlo Sgarra

We propose a new model for electricity pricing based on the price cap principle. The particularity of the model is that the asset price is an exponential functional of a jump L\'evy process. This model can capture both mean reversion and…

证券定价 · 定量金融 2019-06-27 Martin Kegnenlezom , Patrice Takam Soh , Antoine-Marie Bogso , Yves Emvudu Wono

Motivated by the increasing integration among electricity markets, in this paper we propose two different methods to incorporate market integration in electricity price forecasting and to improve the predictive performance. First, we…

统计金融 · 定量金融 2017-12-08 Jesus Lago , Fjo De Ridder , Peter Vrancx , Bart De Schutter
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