Time Series for Data Scientists

Time Series for Data Scientists

Data Management, Description, Modeling and Forecasting

Sanchez, Juana

Cambridge University Press

05/2023

550

Dura

Inglês

9781108837774

15 a 20 dias

Descrição não disponível.
Part I. Descriptive Features of Time Series Data: 1. Introduction to time series data; 2. Smoothing and decomposing a time series; 3. Summary statistics of stationary time series; Part II. Univariate Models of Temporal Dependence: 4. The algebra of differencing and backshifting; 5. Stationary stochastic processes; 6. ARIMA(p,d,q)(P,D,Q)$_F$ modeling and forecasting; Part III. Multivariate Modeling and Forecasting: 7. Latent process models for time series; 8. Vector autoregression; 9. Classical regression with ARMA residuals; 10. Machine learning methods for time series; References; Index.
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