statsmodels.tsa.arima.model.ARIMA ================================= .. currentmodule:: statsmodels.tsa.arima.model .. autoclass:: ARIMA :exclude-members: clone,filter,fit,fit_constrained,fix_params,from_formula,handle_params,hessian,impulse_responses,information,initialize,initialize_approximate_diffuse,initialize_default,initialize_known,initialize_statespace,initialize_stationary,loglike,loglikeobs,observed_information_matrix,opg_information_matrix,predict,prepare_data,score,score_obs,set_conserve_memory,set_filter_method,set_inversion_method,set_smoother_output,set_stability_method,simulate,simulation_smoother,smooth,transform_jacobian,transform_params,untransform_params,update, .. rubric:: Methods .. autosummary:: :toctree: ~ARIMA.clone ~ARIMA.filter ~ARIMA.fit ~ARIMA.fit_constrained ~ARIMA.fix_params ~ARIMA.from_formula ~ARIMA.handle_params ~ARIMA.hessian ~ARIMA.impulse_responses ~ARIMA.information ~ARIMA.initialize ~ARIMA.initialize_approximate_diffuse ~ARIMA.initialize_default ~ARIMA.initialize_known ~ARIMA.initialize_statespace ~ARIMA.initialize_stationary ~ARIMA.loglike ~ARIMA.loglikeobs ~ARIMA.observed_information_matrix ~ARIMA.opg_information_matrix ~ARIMA.predict ~ARIMA.prepare_data ~ARIMA.score ~ARIMA.score_obs ~ARIMA.set_conserve_memory ~ARIMA.set_filter_method ~ARIMA.set_inversion_method ~ARIMA.set_smoother_output ~ARIMA.set_stability_method ~ARIMA.simulate ~ARIMA.simulation_smoother ~ARIMA.smooth ~ARIMA.transform_jacobian ~ARIMA.transform_params ~ARIMA.untransform_params ~ARIMA.update .. rubric:: Properties .. autosummary:: :toctree: ~ARIMA.endog_names ~ARIMA.exog_names ~ARIMA.initial_design ~ARIMA.initial_selection ~ARIMA.initial_state_intercept ~ARIMA.initial_transition ~ARIMA.initial_variance ~ARIMA.initialization ~ARIMA.loglikelihood_burn ~ARIMA.model_latex_names ~ARIMA.model_names ~ARIMA.model_orders ~ARIMA.param_names ~ARIMA.param_terms ~ARIMA.params_complete ~ARIMA.start_params ~ARIMA.state_names ~ARIMA.tolerance