Devices for forecasting ratios in hierarchies
First Claim
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1. A computer implemented method, comprising:
- forming, on a computing device, hierarchies having components that include a numerator time series with values from input data, a denominator time series with values from the input data, and a ratio time series of the numerator time series over the denominator time series;
modeling, with the computing device, the components to generate forecasted hierarchies; and
reconciling the forecasted hierarchies so that the forecasted hierarchies are statistically consistent throughout nodes of the forecasted hierarchies.
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Abstract
Systems and methods for forecasting ratios in hierarchies are provided. Hierarchies can be formed that have components, including a numerator time series with values from input data, a denominator time series with values from input data, and a ratio time series of the numerator time series over the denominator time series. The components can be modeled to generate forecasted hierarchies. The forecasted hierarchies can be reconciled so that the forecasted hierarchies are statistically consistent throughout nodes of the forecasted hierarchies.
153 Citations
51 Claims
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1. A computer implemented method, comprising:
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forming, on a computing device, hierarchies having components that include a numerator time series with values from input data, a denominator time series with values from the input data, and a ratio time series of the numerator time series over the denominator time series; modeling, with the computing device, the components to generate forecasted hierarchies; and reconciling the forecasted hierarchies so that the forecasted hierarchies are statistically consistent throughout nodes of the forecasted hierarchies. - View Dependent Claims (2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17)
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18. A system, comprising:
a server device that includes; a processor; and a non transitory computer readable storage medium containing instructions that when executed on the processor cause the processor to perform operations including; forming hierarchies having components that include a numerator time series with values from input data, a denominator time series with values from the input data, and a ratio time series of the numerator time series over the denominator time series; modeling the components to generate forecasted hierarchies; and reconciling the forecasted hierarchies so that the forecasted hierarchies are statistically consistent throughout nodes of the forecasted hierarchies. - View Dependent Claims (19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34)
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35. A computer-program product tangibly embodied in a non-transitory machine readable storage medium, including instructions configured to cause a data processing apparatus to:
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form hierarchies having components that include a numerator time series with values from input data, a denominator time series with values from the input data, and a ratio time series of the numerator time series over the denominator time series; model the components to generate forecasted hierarchies; and reconcile the forecasted hierarchies so that the forecasted hierarchies are statistically consistent throughout nodes of the forecasted hierarchies. - View Dependent Claims (36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51)
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Specification