Abstract: Predictive modeling, in which a first simulation model that simulates a first policy for managing a set of data is determined based on a pattern representative of the set of data and first operating variables for the first policy. The first simulation model is optimized and first prediction data that estimates performance of the first policy is computed using the optimized first simulation model. A second simulation model that simulates a second policy for managing the set of data is determined based on the pattern and second operating variables for the second policy. The second simulation model is optimized and second prediction data that estimates performance of the second policy is computed using the optimized second simulation model. The first prediction data is compared with the second prediction data, and a determination of whether the first policy is better than the second policy is made.

Abstract: Predictive modeling, in which a first simulation model that simulates a first policy for managing a set of data is determined based on a pattern representative of the set of data and first operating variables for the first policy. The first simulation model is optimized and first prediction data that estimates performance of the first policy is computed using the optimized first simulation model. A second simulation model that simulates a second policy for managing the set of data is determined based on the pattern and second operating variables for the second policy. The second simulation model is optimized and second prediction data that estimates performance of the second policy is computed using the optimized second simulation model. The first prediction data is compared with the second prediction data, and a determination of whether the first policy is better than the second policy is made.