Bank of America Corporation
REAL-TIME CONVERGENCE ANALYSIS OF MACHINE LEARNING POPULATION OUTPUT IN RAPID CHANGING AND ADVERSARIAL ENVIRONMENTS

Abstract:

An artificial intelligence system and method for real-time event trend analysis are provided for a population of machine learning models configured to monitor a real-time data stream. A controller is configured for analyzing the population of machine learning models and determining data trends in response to changes in the real-time data stream; receiving a collective output from the population of machine learning models, wherein the output comprises an analysis of the real-time data stream; extracting an event horizon data trend based on the collective output, the event horizon data trend comprising a determined upcoming data variation in the real-time data stream; and continuously reconfiguring the population of machine learning models based on the collective output and the event horizon data trend.