ARIMA na ulainishaji
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Mfumo wa 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 froMfumo wa 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 moModeli ya 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: Hitilafu, Mwenendo, Usanifu wa Majira wa KielektronikiETS is a comprehensive exponential smoothing framework that automatically selects additive or multiplicative combinations of the error (E), trend (T) and seasonal (S) components ofETSformer: Transfoma za Ulaini wa Kielelezo kwa Utabiri wa Mfululizo wa MudaETSformer 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 TUpepeshaji wa kielelezo rahisi na mara mbili (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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Mfumo wa ARIMA (Autoregressive Integrated Moving Average)Mfumo wa ARIMA (Autoregressive Integrated Moving Average)Modeli ya ARMA (Autoregressive Moving Average)ETS: Hitilafu, Mwenendo, Usanifu wa Majira wa KielektronikiETSformer: Transfoma za Ulaini wa Kielelezo kwa Utabiri wa Mfululizo wa MudaUpepeshaji wa kielelezo rahisi na mara mbili (SES / Holt)Mchoro wa Fourier ARIMAKielelezo cha Fourier ARMAMuundo wa Fourier SARIMAUlainishaji Lainifu wa Kielelezo Mara Tatu wa Holt-WintersModeli wa Wastani unaosonga (MA) wa mpangilio qUchanganuzi wa Nguvu kwa Miundo Mingi na yenye Athari ZilizochanganywaMfumo wa ARIMA Usio na MstariMundo wa ARMA Usiohusisha Mstari (NARMA)Modeli wa SARIMA Usiohusisha MstariModeli wa Panel ARIMAModeli wa Paneli wa ARMAMfumo wa SARIMA wa PaneliMfumo Imara wa ARIMAModelu Imara ya ARMAMfumo Imara wa SARIMAUchambuzi Imara wa Mfululizo wa WakatiSARIMA (Seasonal ARIMA)Mfumo wa SARIMASARIMAXMfumo wa ARIMA wa Mapumziko ya KiunziMfumo wa SARIMA wenye Mabadiliko ya KimuundoMuda-Badilifu-Kigezo ARIMA (TVP-ARIMA)Modelu ya Vigezo Vinavyobadilika kwa Wakati wa ARMA (TVP-ARMA)Kielelezo cha SARIMA chenye Vigezo Vinavyobadilika kwa Wakati (TVP-SARIMA)Marekebisho ya Kimsimu ya X-13ARIMA-SEATS