PLATFORMS AND METHODS FOR IMPROVING CORRESPONDENCE OF HAPTIC OUTPUT TO SENSOR DATA

Platforms and methods for improving correspondence between sensor data and haptic output are disclosed. A platform may include a haptic user device and a data collection system to collect sensor data. The haptic user interface may provide different types of haptic stimulation to a user based on the sensor data. The data collection system has a cognitive input selection system with machine learning to improve the effectiveness of the haptic output to the user. The machine learning is trained on feedback of user behavior. The machine learning improves the effectiveness of the haptic output by determining which type of haptic simulation to provide such that the haptic output logically corresponds to the sensor data, or by determining to vary one or more of a timing, an intensity level, or a duration of the haptic output based on the sensor data.