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相关论文: Correlation structure analysis of the global agric…

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In this paper, we apply tools from the random matrix theory (RMT) to estimates of correlations across volatility of various assets in the S&P 500. The volatility inputs are estimated by modeling price fluctuations as GARCH(1,1) process. The…

统计金融 · 定量金融 2013-10-08 Ajay Singh , Dinghai Xu

This article investigates the correlation structure of the global crude oil market using the daily returns of 71 oil price time series across the world from 1992 to 2012. We identify from the correlation matrix six clusters of time series…

统计金融 · 定量金融 2016-11-08 Yue-Hua Dai , Wen-Jie Xie , Zhi-Qiang Jiang , George J. Jiang , Wei-Xing Zhou

We analyze cross-correlations between price fluctuations of different stocks using methods of random matrix theory (RMT). Using two large databases, we calculate cross-correlation matrices C of returns constructed from (i) 30-min returns of…

统计力学 · 物理学 2009-11-07 V. Plerou , P. Gopikrishnan , B. Rosenow , L. A. N. Amaral , T. Guhr , H. E. Stanley

In this paper we analyzed dependencies in commodity markets investigating correlations of future contracts for commodities over the period 1998.09.01 - 2007.12.14. We constructed a minimal spanning tree based on the correlation matrix. The…

统计金融 · 定量金融 2009-11-13 Paweł Sieczka , Janusz A. Hołyst

We investigate the statistical properties of the correlation matrix between individual stocks traded in the Korean stock market using the random matrix theory (RMT) and observe how these affect the portfolio weights in the Markowitz…

统计金融 · 定量金融 2011-04-06 Gabjin Oh , Cheoljun Eom , Fengzhong Wang , Woo-Sung Jung , H. Eugene Stanley , Seunghwan Kim

We confirm universal behaviors such as eigenvalue distribution and spacings predicted by Random Matrix Theory (RMT) for the cross correlation matrix of the daily stock prices of Tokyo Stock Exchange from 1993 to 2001, which have been…

统计力学 · 物理学 2009-11-10 Akihiko Utsugi , Kazusumi Ino , Masaki Oshikawa

This paper combines the Copula-CoVaR approach with the ARMA-GARCH-skewed Student-t model to investigate the tail dependence structure and extreme risk spillover effects between the international agricultural futures and spot markets, taking…

综合经济学 · 经济学 2023-10-30 Yun-Shi Dai , Peng-Fei Dai , Wei-Xing Zhou

The proprietary nature of Hedge Fund investing means that it is common practise for managers to release minimal information about their returns. The construction of a Fund of Hedge Funds portfolio requires a correlation matrix which often…

统计金融 · 定量金融 2010-05-28 Thomas Conlon , Heather J. Ruskin , Martin Crane

We analyse the structure of the distribution of eigenvalues of the stock market correlation matrix with increasing length of the time series representing the price changes. We use 100 highly-capitalized stocks from the American market and…

物理与社会 · 物理学 2009-11-11 J. Kwapien , P. Oswiecimka , S. Drozdz

We study complex networks under random matrix theory (RMT) framework. Using nearest-neighbor and next-nearest-neighbor spacing distributions we analyze the eigenvalues of adjacency matrix of various model networks, namely, random,…

统计力学 · 物理学 2009-11-13 Sarika Jalan , Jayendra N. Bandyopadhyay

We analyzed cross-correlations between price fluctuations of global financial indices (20 daily stock indices over the world) and local indices (daily indices of 200 companies in the Korean stock market) by using random matrix theory (RMT).…

统计金融 · 定量金融 2015-06-15 Ashadun Nobi , Seong Eun Maeng , Gyeong Gyun Ha , Jae Woo Lee

We discovered that past changes in the market correlation structure are significantly related with future changes in the market volatility. By using correlation-based information filtering networks we device a new tool for forecasting the…

投资组合管理 · 定量金融 2016-05-31 Nicoló Musmeci , Tomaso Aste , Tiziana Di Matteo

We apply random matrix theory to compare correlation matrix estimators C obtained from emerging market data. The correlation matrices are constructed from 10 years of daily data for stocks listed on the Johannesburg Stock Exchange (JSE)…

统计力学 · 物理学 2013-10-24 Diane Wilcox , Tim Gebbie

We investigate financial market correlations using random matrix theory and principal component analysis. We use random matrix theory to demonstrate that correlation matrices of asset price changes contain structure that is incompatible…

统计金融 · 定量金融 2015-03-17 Daniel J. Fenn , Mason A. Porter , Stacy Williams , Mark McDonald , Neil F. Johnson , Nick S. Jones

We present a brief overview of random matrix theory (RMT) with the objectives of highlighting the computational results and applications in financial markets as complex systems. An oft-encountered problem in computational finance is the…

统计金融 · 定量金融 2018-09-27 Hirdesh K. Pharasi , Kiran Sharma , Anirban Chakraborti , Thomas H. Seligman

The cross-correlations between the exchange rate fluctuations of 74 currencies over the period 1995-2012 are analyzed in this paper. The eigenvalue distribution of the cross-correlation matrix exhibits a bulk which approximately matches the…

统计金融 · 定量金融 2013-05-02 Sitabhra Sinha , Uday Kovur

With the random matrix theory, we study the spatial structure of the Chinese stock market, American stock market and global market indices. After taking into account the signs of the components in the eigenvectors of the cross-correlation…

综合金融 · 定量金融 2012-02-23 X. F. Jiang , B. Zheng

In order to pursue the issue of the relation between the financial cross-correlations and the conventional Random Matrix Theory we analyse several characteristics of the stock market correlation matrices like the distribution of…

统计金融 · 定量金融 2008-12-02 S. Drozdz , J. Kwapien , P. Oswiecimka

In finance, Random Matrix Theory (RMT) is an important tool for filtering out noise from large datasets, revealing true correlations among stocks, enhancing risk management and portfolio optimization. In this study, we use RMT to filter out…

社会与信息网络 · 计算机科学 2024-10-11 Pawanesh , Imran Ansari , Niteesh Sahni

By scientific standards, the accuracy of short-term economic forecasts has been poor, and shows no sign of improving over time. We form a delay matrix of time-series data on the overall rate of growth of the economy, with lags spanning the…

凝聚态物理 · 物理学 2009-11-07 P Ormerod , C Mounfield
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