Systems and methods for using regime switching to mitigate deterioration in performance of a modeling system

An apparatus for mitigating deterioration in performance of a modeling system, the apparatus comprising:

• context analysis circuitry configured to:
• detect occurrence of a triggering condition comprising a decline in performance of a source modeling solution meeting a predefined decline threshold coupled with a change in exogenous context, and wherein the context analysis circuitry detects occurrence of the triggering condition by:
• analyzing performance of the source modeling solution over time,
• identifying the predefined decline threshold in performance of the source modeling solution, and
• in response to identifying occurrence of the predefined decline threshold in performance of the source modeling solution, identifying the change in exogenous context, and
• determine, in response to detecting the occurrence of the triggering condition, a destination modeling solution based on a regime strategy for the modeling system;
• and
• regime deployment circuitry configured to:
• switch, based on the regime strategy, from a source modeling solution to the destination modeling solution.

An apparatus for mitigating deterioration in performance of a modeling system, the apparatus comprising:

• means for detecting occurrence of a triggering condition comprising a decline in performance of a source modeling solution meeting a predefined decline threshold coupled with a change in exogenous context by:
• analyzing performance of the source modeling solution over time,
• identifying the predefined decline threshold in performance of the source modeling solution, and
• in response to identifying occurrence of the predefined decline threshold in performance of the source modeling solution, identifying the change in exogenous context;
• means for determining, in response to detecting the occurrence of the triggering condition, a destination modeling solution based on a regime strategy for the modeling system;
• and
• means for switching, based on the regime strategy, from the source modeling solution to the destination modeling solution.