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We introduce a general framework for Markov decision problems under model uncertainty in a discrete-time infinite horizon setting. By providing a dynamic programming principle we obtain a local-to-global paradigm, namely solving a local,…

最优化与控制 · 数学 2023-01-06 Ariel Neufeld , Julian Sester , Mario Šikić

Copulas have been popular to model dependence for multivariate distributions, but have not been used much in modelling temporal dependence of univariate time series. This paper demonstrates some difficulties with using copulas even for…

概率论 · 数学 2010-10-11 Andreas N. Lagerås

We study a new kind of non-zero-sum stochastic differential game with mixed impulse/switching controls, motivated by strategic competition in commodity markets. A representative upstream firm produces a commodity that is used by a…

数理金融 · 定量金融 2020-06-09 René Aïd , Luciano Campi , Liangchen Li , Mike Ludkovski

The volatility characterizes the amplitude of price return fluctuations. It is a central magnitude in finance closely related to the risk of holding a certain asset. Despite its popularity on trading floors, the volatility is unobservable…

物理与社会 · 物理学 2008-12-02 Zoltan Eisler , Josep Perello , Jaume Masoliver

In this paper we describe three stochastic models based on a semi-Markov chains approach and its generalizations to study the high frequency price dynamics of traded stocks. The three models are: a simple semi-Markov chain model, an indexed…

统计金融 · 定量金融 2013-12-16 G. D'Amico , F. Petroni , F. Prattico

This paper develops a non-Bayesian methodology to analyze the time-varying structure of international linkages and market efficiency in G7 countries. We consider a non-Bayesian time-varying vector autoregressive (TV-VAR) model, and apply it…

统计金融 · 定量金融 2015-08-24 Mikio Ito , Akihiko Noda , Tatsuma Wada

Risk management is very important for individual investors or companies. There are many ways to measure the risk of investment. Prices of risky assets vary rapidly and randomly due to the complexity of finance market. Random interval is a…

投资组合管理 · 定量金融 2022-07-26 Jinping Zhang , Keming Zhang

Markov chains are simple yet powerful mathematical structures to model temporally dependent processes. They generally assume stationary data, i.e., fixed transition probabilities between observations/states. However, live, real-world…

机器学习 · 计算机科学 2024-11-27 Kutalmış Coşkun , Borahan Tümer , Bjarne C. Hiller , Martin Becker

Financial markets are of much interest to researchers due to their dynamic and stochastic nature. With their relations to world populations, global economies and asset valuations, understanding, identifying and forecasting trends and…

统计金融 · 定量金融 2021-08-13 Peter Akioyamen , Yi Zhou Tang , Hussien Hussien

The aim of this paper is to dig deeper into understanding the exchange rates and uncertainty dependence. Using the novel Baker et al. (2020)'s daily Twitter Uncertainty Index and BRICS exchange rates, we investigate their extreme tail…

计算金融 · 定量金融 2025-11-10 Nourhaine Nefzi , Abir Abid

We demonstrate using multi-layered networks, the existence of an empirical linkage between the dynamics of the financial network constructed from the market indices and the macroeconomic networks constructed from macroeconomic variables…

综合经济学 · 经济学 2019-03-18 Kiran Sharma , Anindya S. Chakrabarti , Anirban Chakraborti

Neural networks have revolutionized many empirical fields, yet their application to financial time series forecasting remains controversial. In this study, we demonstrate that the conventional practice of estimating models locally in…

计量经济学 · 经济学 2025-02-21 Chen Liu , Minh-Ngoc Tran , Chao Wang , Richard Gerlach , Robert Kohn

The objective of this work is the investigation of complexity, asymmetry, stochasticity and non-linearity of the financial and economic systems by using the tools of statistical mechanics and information theory. More precisely, this thesis…

统计金融 · 定量金融 2024-08-30 Rubina Zadourian

This paper analyzes the impact of COVID-19 on the populations and equity markets of 92 countries. We compare country-by-country equity market dynamics to cumulative COVID-19 case and death counts and new case trajectories. First, we examine…

物理与社会 · 物理学 2020-12-24 Nick James , Max Menzies

Regular vine sequences permit the organisation of variables in a random vector along a sequence of trees. Regular vine models have become greatly popular in dependence modelling as a way to combine arbitrary bivariate copulas into…

统计方法学 · 统计学 2024-06-28 Anna Kiriliouk , Jeongjin Lee , Johan Segers

A financial system contains many elements networked by their relationships. Extensive works show that topological structure of the network stores rich information on evolutionary behaviors of the system such as early warning signals of…

统计金融 · 定量金融 2018-05-09 Li Zhou , Lu Qiu , Changgui Gu , Huijie Yang

The deep financial turmoil in China caused by the COVID-19 pandemic has exacerbated fiscal shocks and soaring public debt levels, which raises concerns about the stability and sustainability of China's public debt growth in the future. This…

计量经济学 · 经济学 2024-07-03 Tianbao Zhou , Zhixin Liu , Yingying Xu

We introduce a new volatility model for option pricing that combines Markov switching with the Realized GARCH framework. This leads to a novel pricing kernel with a state-dependent variance risk premium and a pricing formula for European…

证券定价 · 定量金融 2022-04-15 Chen Tong , Peter Reinhard Hansen , Zhuo Huang

Analysis of multivariate time series is a common problem in areas like finance and economics. The classical tool for this purpose are vector autoregressive models. These however are limited to the modeling of linear and symmetric…

统计方法学 · 统计学 2012-04-05 Eike Christian Brechmann , Claudia Czado

We shortly review the statistical properties of the escape times, or hitting times, for stock price returns by using different models which describe the stock market evolution. We compare the probability function (PF) of these escape times…

统计金融 · 定量金融 2015-05-13 Bernardo Spagnolo , Davide Valenti
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