DETERMINING USER-SPECIFIC HYPERPARAMETERS FOR DECISION SUPPORT MODELS

Systems, devices, and methods for determining user-specific hyperparameters for decision support models are provided. In one embodiment, a non-transitory computer readable storage medium storing a program is provided, the program comprising instructions that, when executed by at least one processor of a computing device, cause the at least one processor to perform operations including performing an initial exploration phase; performing a training phase; and performing an exploration-exploitation phase by: dividing users into an exploration subset and an exploitation subset; determining at least one optimal hyperparameter for each user of the exploitation subset; determining, using the at least one optimal hyperparameter, at least one decision support output for each user of the exploitation subset; randomly assigning at least one hyperparameter to each user of the exploration subset; and determining, using the at least one randomly assigned hyperparameter, at least one decision support output for each user of the exploration subset.