System and Method for Providing a Predicted Current Destination to a User of a Vehicle

DRIVE July 25, 2024
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A method for providing a predicted current destination to a user of a vehicle includes receiving a first quantity of destinations of the user for a first period of time, and receiving a first data set of hyperparameters of a machine learning method. The method further includes training the machine learning method with the received hyperparameters using the first quantity of destinations as training data, receiving a second quantity of destinations of the user for a second period of time, predicting destinations and probabilities of the destinations, evaluating the predicted destinations and the probabilities of the predicted destinations from the second quantity of destinations with a cost function. When the cost function indicates that a display frequency increases, the method includes predicting a current destination and a probability of the current destination with the trained machine learning method having the second data set of hyperparameters, and providing the predicted current destination to the user when the probability of the predicted current destination exceeds a predefined threshold value.

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