Analyzing time series data that exhibits seasonal effects
First Claim
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1. A method executed by a computer to analyze a time series of data that exhibits seasonal effects associated with an enterprise, comprising:
- processing the time series to obtain a representation in a frequency domain; and
according to the representation in the frequency domain, identifying plural cycle lengths as representing different seasonal effects of the data in the time series, wherein a first of the plural cycle lengths is greater than a second of the plural cycle lengths.
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Abstract
To analyze a time series of data that exhibits seasonal effects, the time series is processed to obtain a representation in the frequency domain. According to the representation, plural cycle lengths are identified as representing different seasonal effects of the data in the time series, where a first of the plural cycle lengths is greater than a second of the plural cycle lengths.
43 Citations
22 Claims
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1. A method executed by a computer to analyze a time series of data that exhibits seasonal effects associated with an enterprise, comprising:
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processing the time series to obtain a representation in a frequency domain; and according to the representation in the frequency domain, identifying plural cycle lengths as representing different seasonal effects of the data in the time series, wherein a first of the plural cycle lengths is greater than a second of the plural cycle lengths. - View Dependent Claims (2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12)
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13. A method executed by a computer to analyze a time series of data that exhibits a seasonal effect associated with an enterprise, comprising:
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producing a spectral density of the time series; normalizing values in the spectral density with respect to an aggregate of the values of the spectral density at corresponding frequencies to produce a normalized spectral density; and determining a cycle length corresponding to the seasonal effect based on identifying a peak in the normalized values of the normalized spectral density. - View Dependent Claims (14, 15, 16, 17, 18, 19)
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20. Instructions on a computer-usable medium that when executed cause a computer to:
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process a time series to obtain a representation in a frequency domain; and according to the representation, identify plural cycle lengths as representing different seasonal effects of data of the time series, wherein the seasonal effects are associated with an enterprise, and wherein a first of the plural cycle lengths is greater than a second of the plural cycle lengths. - View Dependent Claims (21, 22)
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Specification