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모수 절약 주기적 자기회귀 모형에 관한 연구
A study on parsimonious periodic autoregressive model
- 이지호;
- 성병찬
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0초록
This paper proposes a parsimonious periodic autoregressive (PAR) model. The proposed model performance is evaluated through an analysis of Korean unemployment rate series that is compared with existing models. We exploit some common features among each seasonality and confirm it by LR test for the parsimonious PAR model in order to impose a parsimonious structure on the PAR model. We observe that the PAR model tends to be superior to existing seasonal time series models in mid- and long-term forecasts. The proposed parsimonious model significantly improves forecasting performance.
키워드
seasonal time series model; parsimony of principle; seasonality; ARIMA model; Holt-Winters model; unemployment rate
- 제목
- 모수 절약 주기적 자기회귀 모형에 관한 연구
- 제목 (타언어)
- A study on parsimonious periodic autoregressive model
- 저자
- 이지호; 성병찬
- 발행일
- 2016-02
- 유형
- Article
- 저널명
- 응용통계연구
- 권
- 29
- 호
- 1
- 페이지
- 133 ~ 144
- 언어
- KOR
- 출판사
- KOREAN STATISTICAL SOC
- 발행국가
- 대한민국
- 분량
- 12 페이지
- ISSN
- E 2383-5818
P 1225-066X