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The decision process requires information about the present state of the system, but in economy acquiring data and processing them is an expensive and time consuming process. Therefore the state of the system is measured and announced at…

物理与社会 · 物理学 2007-09-21 Janusz Miskiewicz

To identify emerging interdependencies between traded stocks we investigate the behavior of the stocks of FTSE 100 companies in the period 2000-2015, by looking at daily stock values. Exploiting the power of information theoretical measures…

统计金融 · 定量金融 2017-07-05 Jacopo Rocchi , Enoch Yan Lok Tsui , David Saad

We empirically investigated the effects of market factors on the information flow created from N(N-1)/2 linkage relationships among stocks. We also examined the possibility of employing the minimal spanning tree (MST) method, which is…

统计金融 · 定量金融 2015-05-13 Cheoljun Eom , Okyu Kwon , Woo-Sung Jung , Seunghwan Kim

We measure the influence of different time-scales on the dynamics of financial market data. This is obtained by decomposing financial time series into simple oscillations associated with distinct time-scales. We propose two new time-varying…

统计金融 · 定量金融 2016-11-23 Noemi Nava , Tiziana Di Matteo , Tomaso Aste

Information diffusion within financial markets plays a crucial role in the process of price formation and the propagation of sentiment and risk. We perform a comparative analysis of information transfer between industry sectors of the…

统计金融 · 定量金融 2020-04-17 Peng Yue , Yaodong Fan , Jonathan A. Batten , Wei-Xing Zhou

We study the time dependent cross correlations of stock returns, i.e. we measure the correlation as the function of the time shift between pairs of stock return time series using tick-by-tick data. We find a weak but significant effect…

统计力学 · 物理学 2009-11-07 L. Kullmann , J. Kertesz , K. Kaski

Data is fundamental to machine learning-based products and services and is considered strategic due to its externalities for businesses, governments, non-profits, and more generally for society. It is renowned that the value of…

机器学习 · 计算机科学 2022-03-18 Ehsan Valavi , Joel Hestness , Marco Iansiti , Newsha Ardalani , Feng Zhu , Karim R. Lakhani

We investigate the strength and the direction of information transfer in the U.S. stock market between the composite stock price index of stock market and prices of individual stocks using the transfer entropy. Through the directionality of…

统计金融 · 定量金融 2008-12-02 Okyu Kwon , Jae-Suk Yang

We study the temporal evolution of the market efficiency in the stock markets using the complexity, entropy density, standard deviation, autocorrelation function, and probability distribution of the log return for Standard and Poor's 500…

物理与社会 · 物理学 2008-12-02 Jae-Suk Yang , Wooseop Kwak , Taisei Kaizoji , In-mook Kim

Stock prices are driven by various factors. In particular, many individual investors who have relatively little financial knowledge rely heavily on the information from news stories when making investment decisions in the stock market.…

信息检索 · 计算机科学 2019-09-04 EunJeong Hwang , Yong-Hyuk Kim

Recent developments have created the ability to quantify information flow among components that interact in a dynamical system, and have led to significant advances in characterizing the dependence between the variables involved. In…

数据分析、统计与概率 · 物理学 2023-09-27 Praveen Kumar

Causal inference seeks to identify cause-and-effect interactions in coupled systems. A recently proposed method by Liang detects causal relations by quantifying the direction and magnitude of information flow between time series. The…

数据分析、统计与概率 · 物理学 2024-03-20 Dionissios T. Hristopulos

We analyse the temporal changes in the cross correlations of returns on the New York Stock Exchange. We show that lead-lag relationships between daily returns of stocks vanished in less than twenty years. We have found that even for high…

物理与社会 · 物理学 2009-01-11 Bence Toth , Janos Kertesz

In addressing the question of the time scales characteristic for the market formation, we analyze high frequency tick-by-tick data from the NYSE and from the German market. By using returns on various time scales ranging from seconds or…

统计力学 · 物理学 2009-11-10 J. Kwapien , S. Drozdz , J. Speth

A stochastic analysis of financial data is presented. In particular we investigate how the statistics of log returns change with different time delays $\tau$. The scale dependent behaviour of financial data can be divided into two regions.…

数据分析、统计与概率 · 物理学 2009-11-13 Andreas P. Nawroth , Joachim Peinke

Information flow or information transfer is an important concept in dynamical systems which has applications in a wide variety of scientific disciplines. In this study, we show that a rigorous formalism can be established in the context of…

混沌动力学 · 物理学 2007-10-05 X. San Liang

In a very simple stock market, made by only two \emph{initially equivalent} traders, we discuss how the information can affect the performance of the traders. More in detail, we first consider how the portfolios of the traders evolve in…

计算金融 · 定量金融 2015-06-18 F. Bagarello , E. Haven

Applying any strategy requires some knowledge about the past state of the system. Unfortunately in the case of economy collecting information is a difficult, expensive and time consuming process. Therefore the information about the system…

数据分析、统计与概率 · 物理学 2012-09-25 Janusz Miskiewicz , Marcel Ausloos

Recently the interest of researchers has shifted from the analysis of synchronous relationships of financial instruments to the analysis of more meaningful asynchronous relationships. Both of those analyses are concentrated only on…

统计金融 · 定量金融 2014-06-18 Paweł Fiedor

We study the dynamics of order flows around large intraday price changes using ultra-high-frequency data from the Shenzhen Stock Exchange. We find a significant reversal of price for both intraday price decreases and increases with a…

交易与市场微观结构 · 定量金融 2010-08-03 Guo-Hua Mu , Wei-Xing Zhou , Wei Chen , Janos Kertesz
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