ARIMA dan pemulusan
31 metode dalam keluarga ini.
Unggulan
Model ARIMA (Autoregressive Integrated Moving Average)ARIMA is a univariate time-series forecasting model that combines autoregressive, integrated (differencing), and moving-average components to predict a single continuous series froModel ARIMA (Autoregressive Integrated Moving Average)The ARIMA(p,d,q) model is the standard workhorse for univariate time series forecasting. It combines autoregressive terms (past values), differencing to induce stationarity, and moModel ARMA (Autoregressive Moving Average)The ARMA(p,q) model describes a stationary time series as a combination of two components: an autoregressive part that regresses the current value on its own past p values, and a mETS: Perataan Eksponensial Kesalahan, Tren, MusimanETS is a comprehensive exponential smoothing framework that automatically selects additive or multiplicative combinations of the error (E), trend (T) and seasonal (S) components ofETSformer: Exponential Smoothing Transformers untuk Peramalan Deret WaktuETSformer is a deep learning architecture for time-series forecasting introduced by Woo et al. in 2022. It integrates classical exponential smoothing principles directly into the TPenghalusan Eksponensial Sederhana dan Ganda (SES / Holt)Exponential smoothing is a family of basic time-series forecasting models in which each new observation updates a smoothed estimate by a weighting parameter. Simple exponential smo
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Semua metode 31
Model ARIMA (Autoregressive Integrated Moving Average)Model ARIMA (Autoregressive Integrated Moving Average)Model ARMA (Autoregressive Moving Average)ETS: Perataan Eksponensial Kesalahan, Tren, MusimanETSformer: Exponential Smoothing Transformers untuk Peramalan Deret WaktuPenghalusan Eksponensial Sederhana dan Ganda (SES / Holt)Model ARIMA FourierModel ARMA FourierModel Fourier SARIMAPenghalusan Eksponensial Tiga Kali Lipat Holt-WintersModel Rata-rata Bergerak (MA)Analisis Kekuatan untuk Model Bertingkat dan Efek CampuranModel ARIMA NonlinearModel ARMA Nonlinear (NARMA)Model SARIMA NonlinearModel Panel ARIMAModel Panel ARMAModel Panel SARIMAModel ARIMA RobustModel ARMA yang KuatModel SARIMA RobustAnalisis Deret Waktu RobustSARIMA (Seasonal ARIMA)Model SARIMASARIMAXModel ARIMA Patahan StrukturalModel SARIMA Pemecahan StrukturalModel ARIMA Parameter Bervariasi Waktu (TVP-ARIMA)Time-varying parameter ARMA modelModel SARIMA Parameter Waktu-Bervariasi (TVP-SARIMA)Penyesuaian Musiman X-13ARIMA-SEATS