Yang Liu

h-index41
1paper
5,475citations

1 Paper

18.0AIMar 16, 2020
NLPMM: a Next Location Predictor with Markov Modeling

Meng Chen, Yang Liu, Xiaohui Yu

In this paper, we solve the problem of predicting the next locations of the moving objects with a historical dataset of trajectories. We present a Next Location Predictor with Markov Modeling (NLPMM) which has the following advantages: (1) it considers both individual and collective movement patterns in making prediction, (2) it is effective even when the trajectory data is sparse, (3) it considers the time factor and builds models that are suited to different time periods. We have conducted extensive experiments in a real dataset, and the results demonstrate the superiority of NLPMM over existing methods.