CONTEXT-AWARE PARAMETER ESTIMATION FOR FORECAST MODELS
First Claim
1. A computer-implemented method for providing at least one parameter for use with a forecast model, the method being executed using one or more processors and comprising:
- receiving a first context vector, the first context vector comprising a plurality of context attributes that describe a first context;
retrieving a first parameter vector from a repository based on the first context vector, the repository electronically storing a plurality of parameter vector, each parameter vector being associated with a respective context and comprising one or more parameters;
parameterizing the forecast model based on parameters provided in the first parameter vector to provide a parameterized forecast model;
optimizing the parameterized forecast model to provide an optimized forecast model; and
forecasting one or more values using the optimized forecast model.
2 Assignments
0 Petitions
Accused Products
Abstract
Methods, systems, and computer-readable storage media for providing at least one parameter for use with a forecast model. Implementations include actions of receiving a first context vector, the first context vector including a plurality of context attributes that describe a first context, retrieving a first parameter vector from a repository based on the first context vector, the repository electronically storing a plurality of parameter vector, each parameter vector being associated with a respective context and including one or more parameters, parameterizing the forecast model based on parameters provided in the first parameter vector to provide a parameterized forecast model, optimizing the parameterized forecast model to provide an optimized forecast model, and forecasting one or more values using the optimized forecast model.
-
Citations
20 Claims
-
1. A computer-implemented method for providing at least one parameter for use with a forecast model, the method being executed using one or more processors and comprising:
-
receiving a first context vector, the first context vector comprising a plurality of context attributes that describe a first context; retrieving a first parameter vector from a repository based on the first context vector, the repository electronically storing a plurality of parameter vector, each parameter vector being associated with a respective context and comprising one or more parameters; parameterizing the forecast model based on parameters provided in the first parameter vector to provide a parameterized forecast model; optimizing the parameterized forecast model to provide an optimized forecast model; and forecasting one or more values using the optimized forecast model. - View Dependent Claims (2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18)
-
-
19. A non-transitory computer-readable storage medium coupled to one or more processors and having instructions stored thereon which, when executed by the one or more processors, cause the one or more processors to perform operations for providing at least one parameter for use with a forecast model, the operations comprising:
-
receiving a first context vector, the first context vector comprising a plurality of context attributes that describe a first context; retrieving a first parameter vector from a repository based on the first context vector, the repository electronically storing a plurality of parameter vector, each parameter vector being associated with a respective context and comprising one or more parameters; parameterizing the forecast model based on parameters provided in the first parameter vector to provide a parameterized forecast model; optimizing the parameterized forecast model to provide an optimized forecast model; and forecasting one or more values using the optimized forecast model.
-
-
20. A system, comprising:
-
a computing device; and a computer-readable storage device coupled to the computing device and having instructions stored thereon which, when executed by the computing device, cause the computing device to perform operations for providing at least one parameter for use with a forecast model, the operations comprising; receiving a first context vector, the first context vector comprising a plurality of context attributes that describe a first context; retrieving a first parameter vector from a repository based on the first context vector, the repository electronically storing a plurality of parameter vector, each parameter vector being associated with a respective context and comprising one or more parameters; parameterizing the forecast model based on parameters provided in the first parameter vector to provide a parameterized forecast model; optimizing the parameterized forecast model to provide an optimized forecast model; and forecasting one or more values using the optimized forecast model.
-
Specification