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Consumer confidence and household investment
Abstract Can consumer confidence account for the leading indicator property of household investment (HI) over the US business cycle? We find that it does. Consumer confidence leads HI and housing starts by two and one‐quarter, respectively. Household investment increases persistently after a positive confidence shock, and so do total hours worked ...
Hashmat Khan +2 more
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Applied forecasting with an autoregressive integrated moving average (ARIMA) model
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Testing for a Moving Average Unit Root in Autoregressive Integrated Moving Average Models
Journal of the American Statistical Association, 1993Abstract Test procedures for detecting overdifferencing or a moving average unit root in Gaussian autoregressive integrated moving average (ARIMA) models are proposed. The tests can be used when an autoregressive unit root is a serious alternative but the hypothesis of primary interest implies stationarity of the observed time series. This is the case,
Pentti Saikkonen, Ritva Luukkonen
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THE EFFECT OF AGGREGATION ON PREDICTION IN AUTOREGRESSIVE INTEGRATED MOVING‐AVERAGE MODELS
Journal of Time Series Analysis, 1993Abstract.Letxtbe a time series generated by an autoregressive integrated moving‐average process ARIMA(p, d, q). The non‐overlapping aggregate series also follows an ARIMA process. Thus, the prediction of the aggregated observations could be done by either the disaggregate model or the aggregate model.
Hotta, L. K., Neto, J. Cardoso
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Bayesian analysis of autoregressive fractionally integrated moving‐average processes
Journal of Time Series Analysis, 1998For the autoregressive fractionally integrated moving‐average (ARFIMA) processes which characterize both long‐memory and short‐memory behavior in time series, we formulate Bayesian inference using Markov chain Monte Carlo methods. We derive a form for the joint posterior distribution of the parameters that is computationally feasible for repetitive ...
Pai, Jeffrey S., Ravishanker, Nalini
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Empirical Mode Decomposition–Autoregressive Integrated Moving Average
Transportation Research Record: Journal of the Transportation Research Board, 2014Short-term freeway traffic speed prediction is essential to improving mobility and roadway safety. It has been a challenging and unresolved issue. Traffic speed prediction can be applied to enhance the intelligent freeway traffic management and control for applications such as operational and regulation planning.
Haizhong Wang +4 more
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A GENERALIZED FRACTIONALLY INTEGRATED AUTOREGRESSIVE MOVING‐AVERAGE PROCESS
Journal of Time Series Analysis, 1996Abstract. This paper considers the long memory Gegenbauer autoregressive movingaverage (GARMA) process that generalizes the fractionally integrated ARMA (ARFIMA) process to allow for hyperbolic and sinusoidal decay in autocorrelations. We propose the conditional sum of squares method for estimation (which is asymptotically equivalent to the maximum ...
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