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股票价格动态中的记忆效应:技术交易的证据

Memory effects in stock price dynamics: evidences of technical trading.

作者信息

Garzarelli Federico, Cristelli Matthieu, Pompa Gabriele, Zaccaria Andrea, Pietronero Luciano

机构信息

Sapienza", Università di Roma, Dip. Fisica, P. le A. Moro 2, 00185, Roma, Italy.

Institute of Complex Systems, CNR, Roma.

出版信息

Sci Rep. 2014 Mar 27;4:4487. doi: 10.1038/srep04487.

Abstract

Technical trading represents a class of investment strategies for Financial Markets based on the analysis of trends and recurrent patterns in price time series. According standard economical theories these strategies should not be used because they cannot be profitable. On the contrary, it is well-known that technical traders exist and operate on different time scales. In this paper we investigate if technical trading produces detectable signals in price time series and if some kind of memory effects are introduced in the price dynamics. In particular, we focus on a specific figure called supports and resistances. We first develop a criterion to detect the potential values of supports and resistances. Then we show that memory effects in the price dynamics are associated to these selected values. In fact we show that prices more likely re-bounce than cross these values. Such an effect is a quantitative evidence of the so-called self-fulfilling prophecy, that is the self-reinforcement of agents' belief and sentiment about future stock prices' behavior.

摘要

技术交易是基于对金融市场价格时间序列中的趋势和重复模式进行分析的一类投资策略。根据标准经济理论,这些策略不应被使用,因为它们无法盈利。相反,众所周知,技术交易员确实存在并在不同时间尺度上运作。在本文中,我们研究技术交易是否会在价格时间序列中产生可检测的信号,以及价格动态中是否引入了某种记忆效应。特别是,我们关注一个名为支撑位和阻力位的特定图形。我们首先制定一个标准来检测支撑位和阻力位的潜在值。然后我们表明,价格动态中的记忆效应与这些选定的值相关。事实上,我们表明价格更有可能反弹而不是穿过这些值。这种效应是所谓自我实现预言的定量证据,即投资者对未来股价行为的信念和情绪的自我强化。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e340/3967202/0a8e126c7923/srep04487-f1.jpg

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