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초록
This article is concerned with count time series taking values in non-negative integers. Along with the first order mean of the count time series, conditional variance (volatility) has recently been paid attention to and therefore various integer-valued GARCH(generalized autoregressive conditional heteroscedasticity) models have been suggested in the last decade. We introduce diverse integer-valued GARCH(INGARCH, for short) processes to count time series and a real data application is illustrated as a case study. In addition, zero inflated INGARCH models are discussed to accommodate zero-inflated count time series.
키워드
계수 시계열; 정수값 GARCH (INGARCH); 과산포; 영과잉 GARCH; Count time series; integer-valued GARCH(INGARCH); over-dispersion; zero-inflated INGARCH
- 제목
- Integer-Valued GARCH Models for Count Time Series: Case Study
- 제목 (타언어)
- 계수 시계열을 위한 정수값 GARCH 모델링: 사례분석
- 저자
- 윤재은; 황선영
- 발행일
- 2015-02
- 저널명
- 응용통계연구
- 권
- 28
- 호
- 1
- 페이지
- 115 ~ 122