Machine Learning in Transportation

Analyzing the performance of different machine learning methods in determining the transportation mode using trajectory data

With the widespread advent of the smart phones equipping with Global Positioning System (GPS), a huge volume of users’ trajectory data was generated. To facilitate urban management and present appropriate services to users, studying these data was raised as a widespread research filed and has been developing since then. In this research, the transportation mode of users’ trajectories was identi...

MACHINE LEARNING SOLUTIONS FOR TRANSPORTATION NETWORKS by

Study of Machine Learning Methods in Intelligent Transportation Systems

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Machine learning algorithms in air quality modeling

Modern studies in the field of environment science and engineering show that deterministic models struggle to capture the relationship between the concentration of atmospheric pollutants and their emission sources. The recent advances in statistical modeling based on machine learning approaches have emerged as solution to tackle these issues. It is a fact that, input variable type largely affec...

Machine Scheduling with Transportation Considerations