Samsung Sds America, Inc.

John Francis Arackaparambil

Kannan Parthasarathy

Girish Kathalagiri Somashekariah

An approach for continual learning in slowly-varying environments is provided. The approach receives one or more action requests from a decision agent. The approach deploys a first model to a decision engine. The approach initiates an observation period. The approach builds a second model, in which the second model comprises collected transaction data from the observation period. The approach initiates a test period. The approach determines a performance score for the first model and a performance score for the second model. The approach selects the model providing an optimized action.

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Foster City, CA, United States of America

John Francis Arackaparambil