• Title/Summary/Keyword: Two dimensional NIC

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A Graphical Improvement in Volatility Analysis for Financial Series (시계열 변동성 그래프의 개선)

  • Lee, Jeong Won;Yoon, Jae Eun;Hwang, Sun Young
    • The Korean Journal of Applied Statistics
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    • v.26 no.5
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    • pp.785-796
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    • 2013
  • News Impact Curves(NIC) developed by Engle and Ng (1993) have been useful for graphically representing the volatilities arising from financial time series. Adding an improvement and refinement to the original NIC, this article proposes so called two dimensional NIC and principal component NIC. We illustrate the methodology via Kosdaq data.

News Impact Curves of Volatility for Asymmetric GARCH via LASSO (LASSO를 이용한 비대칭 GARCH 모형의 변동성 커브)

  • Yoon, J.E.;Lee, J.W.;Hwang, S.Y.
    • The Korean Journal of Applied Statistics
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    • v.27 no.1
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    • pp.159-168
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    • 2014
  • The news impact curve(NIC) originally proposed by Engle and Ng (1993) is a graphical representation of volatility for financial time series. The NIC is a simple but a powerful tool for identifying variability of a given time series. It is noted that the NIC is suited to symmetric volatility. Recently a lot of attention has been paid to asymmetric volatility models and therefore asymmetric version of the NIC would be useful in the field of financial time series. In this article, we propose to incorporate LASSO in constructing asymmetric NICs based on asymmetric GARCH models. In particular, bilinear GARCH models are considered and illustrated via KOSDAQ data.