Detecting Price Jumps in the Presence of Market Microstructure Noise
نویسنده
چکیده
In this paper we design a test to detect the arrivals of jumps in asset prices contaminated by market microstructure noise. This test is defined by means of the truncated two-scales realized volatility estimator, recently introduced in Brownlees, Nualart, and Sun (2016), which is a robust estimator of the realized volatility in the presence of price jumps and market microstructure noise. We derive the asymptotic value of the power of the test given the significance level, and provide conditions for the test to be consistent. Simulations show that the test performs satisfactorily when the sampling frequency is large. In particular, we show that the test performs better than some prevalent jump tests.
منابع مشابه
Jumps in equilibrium prices and market microstructure noise
Asset prices observed in financial markets combine equilibrium prices and market microstructure noise. In this paper, we study how to tell apart large shifts in equilibrium prices from noise using high frequency data. We propose a new nonparametric test which allows us to asymptotically remove the noise from observable price data and to discover jumps in fundamental asset values. We provide its...
متن کاملMulti-scale Jump and Volatility Analysis for High-Frequency Financial Data
The wide availability of high-frequency data for many financial instruments stimulates an upsurge interest in statistical research on the estimation of volatility. Jump-diffusion processes observed with market microstructure noise are frequently used to model high-frequency financial data. Yet, existing methods are developed for either noisy data from a continuous diffusion price model or data ...
متن کاملTesting for jumps in noisy high frequency data
This paper proposes a robustification of the test statistic of Aït-Sahalia and Jacod (2009b) for the presence of market microstructure noise in high frequency data, based on the pre-averaging method of Jacod et al. (2010). We show that the robustified statistic restores the test’s discriminating power between jumps and no jumps despite the presence of market microstructure noise in the data. © ...
متن کاملParametric Estimates of High Frequency Market Microstructure Noise as an Unsystematic Risk
Noise is essential for the existence of a liquid market, and if noise traders are not present in the market, the trade volume will drop severely and an important aspect of the market philosophy will be lost. However, these noise traders bring noise to the market, and the existence of noise in prices indicates a temporary deviation in prices from their fundamental values. In particular, high-fre...
متن کاملSpot Volatility Estimation of Ito Semimartingales Using Delta Sequences
OF THE Spot Volatility Estimation of Itô Semimartingales Using Delta Sequences by Weixuan Gao Master of Arts in Statistics Washington University in St. Louis, 2016 Professor José E. Figueroa-López, Chair Abstract: This thesis studies a unifying class of nonparametric spot volatility estimators proposed by Mancini et. al.(2013). This method is based on delta sequences and is conceived to include...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 2016