Systems and methods for alerting to model degradation based on distribution analysis
AssigneeInternational Business Machines Corporation
InventorsWeichen Wang, Eliza Salkeld, Shanna Hayes, Shuyan Lu
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AssigneeInternational Business Machines Corporation
InventorsWeichen Wang, Eliza Salkeld, Shanna Hayes, Shuyan Lu
Estimating the term…
A detection modeling system performs a distribution analysis to alert to model degradation. The detection modeling system may have a distribution analysis module configured to perform an alerting process in conjunction with a processing device. The distribution analysis module may select, by the processing device, model metrics for analysis, the model metrics being a measure of a parameter associated with the analytical model and determine normal distributions for model metric results for each of the selected model metrics. The detection modeling system may further receive model metric values for each of the selected model metric, compare, by the processing device, the model metric values to the normal distributions for model metric results for each of the received model metric value, and alert, by the processing device, to model degradation of the analytical model based on the comparison of the model metric values to the normal distributions for model metric results.
A computer-implemented method for alerting to analytical model degradation in a data processing system comprising a processing device and a memory comprising instructions which are executed by the processing device, the method comprising:
A detection modeling system comprising a processing device and a memory comprising instructions which are executed by the processing device for alerting to model degradation, the detection modeling system comprising a distribution analysis module configured to:
A computer program product embodied in a computer readable storage medium comprising software that when executed by a processor performs a method comprising:
Dependencies are inferred from the claim text.