We consider the distribution of the turning point location of time series modeled as the sum of deterministic trend plus random noise. If the variables are modeled by shifted exponentials, whose location parameters define the trend, we provide a formula for computing the distribution of the turning point location and consequently to estimate a confidence interval for the location. We test this formula in simulated data series having a trend with asymmetric minimum, investigating the coverage rate as a function of a bandwidth parameter. The method is applied to estimate the confidence interval of the minimum location of two types of real-time series: the RT intervals extracted from the electrocardiogram recorded during the exercise test and an economic indicator, the current account balance. We discuss the connection with stochastic ordering.

Estimating the turning point location in shifted exponential model of time series / Cammarota, Camillo. - In: JOURNAL OF APPLIED STATISTICS. - ISSN 0266-4763. - ELETTRONICO. - 44:7(2016), pp. 1269-1281. [10.1080/02664763.2016.1201797]

Estimating the turning point location in shifted exponential model of time series

CAMMAROTA, Camillo
2016

Abstract

We consider the distribution of the turning point location of time series modeled as the sum of deterministic trend plus random noise. If the variables are modeled by shifted exponentials, whose location parameters define the trend, we provide a formula for computing the distribution of the turning point location and consequently to estimate a confidence interval for the location. We test this formula in simulated data series having a trend with asymmetric minimum, investigating the coverage rate as a function of a bandwidth parameter. The method is applied to estimate the confidence interval of the minimum location of two types of real-time series: the RT intervals extracted from the electrocardiogram recorded during the exercise test and an economic indicator, the current account balance. We discuss the connection with stochastic ordering.
2016
confidence interval; current account balance; ECG; exercise test; RT interval; shifted exponential; time series; turning point; statistics and probability; statistics, probability and uncertainty
01 Pubblicazione su rivista::01a Articolo in rivista
Estimating the turning point location in shifted exponential model of time series / Cammarota, Camillo. - In: JOURNAL OF APPLIED STATISTICS. - ISSN 0266-4763. - ELETTRONICO. - 44:7(2016), pp. 1269-1281. [10.1080/02664763.2016.1201797]
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11573/877384
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