Method and system for automated modeling
First Claim
1. An automated data-analysis system comprising:
- a data-set and data-dictionary receiving routine;
an automated model-building-and-validation program that constructs a predictive model from a received data set and data dictionary; and
an automated means for applying the predictive model to subsequently received data to predict values for a dependent variable and store the predicted values in computer-readable form in a computer-readable medium.
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Abstract
Embodiments of the present invention include automated methods and systems for statistical modeling in high-dimensional problem domains. The automated statistical-analysis methods and systems of the present invention employ computationally efficient methods for preparing large amounts of high-dimensional data for analysis, computationally efficient methods for selecting and transforming predictors, and, based on these methods, computationally efficient model-building methods to generate effective prediction models. Embodiments of the present invention are especially useful when the high-dimensional nature of a problem domain exceeds that of problem domains that can be analyzed by human statisticians, or by human-guided automated systems, within reasonable time and budget constraints.
29 Citations
12 Claims
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1. An automated data-analysis system comprising:
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a data-set and data-dictionary receiving routine; an automated model-building-and-validation program that constructs a predictive model from a received data set and data dictionary; and an automated means for applying the predictive model to subsequently received data to predict values for a dependent variable and store the predicted values in computer-readable form in a computer-readable medium. - View Dependent Claims (2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12)
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Specification