다변량 지수평활모형을 이용한 환율 분석

Multivariate exponential smoothing models with application to exchange rates
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초록

We introduce multivariate exponential smoothing models based on a vector innovations structural time series framework. The models enable us to exploit potential inter-series dependencies to improve the fit and forecasts of multivariate (vector) time series. Models are applied to forecast the exchange rates of the UK pound (UKP) and US dollar (USD) against the Korean won (KRW) observed on monthly basis; subseqently, we compare their performance with alternative models. We observe that the multivariate exponential smoothing models are superior to alternatives.

키워드

exponential smoothing methods; vector innovations structural time series frameworks; multivariate time series; state space models; 지수평활법; 벡터 이노베이션 구조 시계열; 다변량 시계열; 상태공간모형
제목
다변량 지수평활모형을 이용한 환율 분석
제목 (타언어)
Multivariate exponential smoothing models with application to exchange rates
저자
이연하; 성병찬
DOI
10.5351/KJAS.2020.33.3.257
발행일
2020-06
저널명
응용통계연구
권
33
호
3
페이지
257 ~ 267