Technology for building and managing data models
OwnerWeixin Wu, Phillip Sangpil Moon +1inventors
InventorsWeixin Wu, Phillip Sangpil Moon, Scott Farris
Life of this patent
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Abstract
Techniques for building and managing data models are provided. According to certain aspects, systems and methods may enable a user to input parameters associated with building one or more data models, including parameters associated with sampling, binning, and other factors. The systems and methods may automatically generate program code that corresponds to the inputted parameters and display the program code for review by the user. The systems and methods may build the data models and generate charts and plots depicting aspects of the data models. Additionally, the systems and methods may combine data models and select champion data models.
Claims21
A computer-implemented method in a computing device of enabling the management of data models, the method comprising:
- generating, by a computer processor, a model build partition, including enabling a user to input, via a user interface:
- a storage location where a modeling output is to be stored,
- a set of variables to be binned,
- a set of identifications for (1) modeling data, and (2) a Generalized Linear Model (GLM) to be created and/or programmed by the computer processor, and
- a set of selections associated with (i) an exploratory data analysis (EDA), (ii) a variable selection, and (iii) a challenger model comparison;
- generating, by the computer processor, the modeling output according to the model build partition;
- and
- displaying, in the user interface, a set of results associated with generating the modeling output, the set of results including:
- (a) a set of model level results, and (b) a set of variable level results.
A system for enabling the management of data models, comprising:
- a user interface;
- a memory storing a set of computer-executable instructions;
- and
- a processor interfaced with the user interface and the memory, and configured to execute the computer-executable instructions to cause the processor to:
- generate a model build partition, including enabling a user to input, via the user interface:
- a storage location where a modeling output is to be stored,
- a set of variables to be binned,
- a set of identifications for (1) modeling data, and (2) a Generalized Linear Model (GLM) to be created and/or programmed by the computer processor, and
- a set of selections associated with (i) an exploratory data analysis (EDA), (ii) a variable selection, and (iii) a challenger model comparison, generate the modeling output according to the model build partition, and
- cause the user interface to display a set of results associated with generating the modeling output, the set of results including:
- (a) a set model level results, and (b) a set of variable level results.
Dependencies are inferred from the claim text.