Benefits of QeS Modeling to Database Mining
- The uni-variate contribution of each database field in predicting a given independent variable are instantly reported.
- 1,000+ Monte Carlo trial models can be run in under 1 hour, many within minutes, to determine the stability of model variables in predicting an independent variable.
- Monte Carlo trials can data reduce thousands of variables to the most significant for final model building or profiling.
- QeS can automatically build the "optimal model" from the data provided without user intervention. This gives a "base model" for comparing to user-interactive, "tuned" QeS models.
- Hypothesis models instantly built on one database segment and validated on any other segment in minutes.
- The value added of a model’s variable(s) can be immediately estimated. A model can be re-modeled in a minute to determine the effect of a variable’s removal on the overall model.
- Substitute model variables can be determined instantly, and the degradation effect on a model immediately reported.
- Automatic data transformations to find the optimal representation for each data field.
