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相关论文: Electricity intraday price modeling with marked Ha…

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This paper investigates optimal execution strategies in intraday energy markets through a mutually exciting Hawkes process model. Calibrated to data from the German intraday electricity market, the model effectively captures key empirical…

交易与市场微观结构 · 定量金融 2025-11-27 Konstantinos Chatziandreou , Sven Karbach

A simple Hawkes model have been developed for the price tick structure dynamics incorporating market microstructure noise and trade clustering. In this paper, the model is extended with random mark to deal with more realistic price tick…

统计金融 · 定量金融 2019-07-30 Kyungsub Lee , Byoung Ki Seo

We introduce a multivariate Hawkes process that accounts for the dynamics of market prices through the impact of market order arrivals at microstructural level. Our model is a point process mainly characterized by 4 kernels associated with…

交易与市场微观结构 · 定量金融 2013-01-08 E. Bacry , J. F Muzy

Dynamic jumps in the price and volatility of an asset are modelled using a joint Hawkes process in conjunction with a bivariate jump diffusion. A state space representation is used to link observed returns, plus nonparametric measures of…

应用统计 · 统计学 2016-03-10 Worapree Maneesoonthorn , Catherine S. Forbes , Gael M. Martin

The Hawkes model is suitable for describing self and mutually exciting random events. In addition, the exponential decay in the Hawkes process allows us to calculate the moment properties in the model. However, due to the complexity of the…

统计金融 · 定量金融 2024-09-24 Kyungsub Lee

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

We introduce a new stochastic model for the variations of asset prices at the tick-by-tick level in dimension 1 (for a single asset) and 2 (for a pair of assets). The construction is based on marked point processes and relies on linear self…

交易与市场微观结构 · 定量金融 2015-03-17 E. Bacry , S. Delattre , M. Hoffmann , J. F. Muzy

An extension of the Hawkes process, the Marked Hawkes process distinguishes itself by featuring variable jump size across each event, in contrast to the constant jump size observed in a Hawkes process without marks. While extensive…

机器学习 · 统计学 2024-02-08 Sobin Joseph , Shashi Jain

Electricity is traded on various markets with different time horizons and regulations. Short-term intraday trading becomes increasingly important due to the higher penetration of renewables. In Germany, the intraday electricity price…

机器学习 · 计算机科学 2023-03-13 Eike Cramer , Dirk Witthaut , Alexander Mitsos , Manuel Dahmen

Price changes are induced by aggressive market orders in stock market. We introduce a bivariate marked Hawkes process to model aggressive market order arrivals at the microstructural level. The order arrival intensity is marked by an…

交易与市场微观结构 · 定量金融 2022-08-23 Hai-Chuan Xu , Wei-Xing Zhou

This article presents a Hawkes process model with Markovian baseline intensities for high-frequency order book data modeling. We classify intraday order book trading events into a range of categories based on their order types and the price…

交易与市场微观结构 · 定量金融 2022-01-07 Philip Protter , Qianfan Wu , Shihao Yang

This study proposes a versatile model for the dynamics of the best bid and ask prices using an extended Hawkes process. The model incorporates the zero intensities of the spread-narrowing processes at the minimum bid-ask spread,…

交易与市场微观结构 · 定量金融 2022-01-26 Kyungsub Lee , Byoung Ki Seo

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 introduce a Markovian single point process model, with random intensity regulated through a buffer mechanism and a self-exciting effect controlling the arrival stream to the buffer. The model applies the principle of the Hawkes process…

概率论 · 数学 2017-10-12 Ingemar Kaj , Mine Caglar

We propose a model for the description and the forecast of the gross prices of electricity in the liberalized Italian energy market via an additive two-factor model driven by both a Hawkes and a fractional Brownian processes. We discuss the…

应用统计 · 统计学 2024-08-27 Luca M. Giordano , Daniela Morale

In this paper, we introduce a suite of models for price-aware automated market making platforms willing to optimize their quotes. These models incorporate advanced price dynamics, including stochastic volatility, jumps, and microstructural…

交易与市场微观结构 · 定量金融 2024-05-21 Philippe Bergault , Louis Bertucci , David Bouba , Olivier Guéant , Julien Guilbert

A self-exciting point process with a continuous-time autoregressive moving average intensity process, named CARMA(p,q)-Hawkes model, has recently been introduced. The model generalizes the Hawkes process by substituting the…

数理金融 · 定量金融 2024-12-20 Lorenzo Mercuri , Andrea Perchiazzo , Edit Rroji

The Hawkes process, a self-exciting point process, has a wide range of applications in modeling earthquakes, social networks and stock markets. The established estimation process requires that researchers have access to the exact time…

统计方法学 · 统计学 2024-11-15 Lingxiao Zhou , Georgia Papadogeorgou

The paper investigates the effect of the label green in bond markets from the lens of the trading activity. The idea is that jumps in the dynamics of returns have a specific memory nature that can be well represented through a self-exciting…

交易与市场微观结构 · 定量金融 2023-08-24 Lorenzo Mercuri , Andrea Perchiazzo , Edit Rroji

This work focuses on a self-exciting point process defined by a Hawkes-like intensity and a switching mechanism based on a hidden Markov chain. Previous works in such a setting assume constant intensities between consecutive events. We…

统计方法学 · 统计学 2025-02-07 Timothée Fabre , Ioane Muni Toke
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