| 摘要 |
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.
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