Followed by data stream mining, machine learning for activity recognition is finished over the fly. This approach is exclusive and ideal for these extreme connectivity scenarios where by exact aspect range is not demanded, as well as relative value of each and every feature One of the sensor data modifications with time. This stochastic approximati