Muhammad Tayyab Asif

Online map-matching based on Hidden Markov model for real-time traffic sensing applications

Changzuo Goh, Justin Dauwels, Nikola Mitrović et al. · 2012 · 218 citations · Full text

Location Tracking, Engineering, Machine Learning +18

Spatiotemporal Patterns in Large-Scale Traffic Speed Prediction

Muhammad Tayyab Asif, Justin Dauwels, Chong Yang Goh et al. · IEEE Transactions on Intelligent Transportation Systems · 2014 · 205 citations

Traffic Theory, Engineering, Machine Learning +16

Matrix and Tensor Based Methods for Missing Data Estimation in Large Traffic Networks

Muhammad Tayyab Asif, Nikola Mitrović, Justin Dauwels et al. · IEEE Transactions on Intelligent Transportation Systems · 2016 · 158 citations

Transport Network Analysis, Engineering, Machine Learning +19

Low-dimensional models for missing data imputation in road networks

Muhammad Tayyab Asif, Nikola Mitrović, Lalit Garg et al. · 2013 · 69 citations · Full text

Transport Network Analysis, Network Science, Machine Learning +15

Low-Dimensional Models for Compressed Sensing and Prediction of Large-Scale Traffic Data

Nikola Mitrović, Muhammad Tayyab Asif, Justin Dauwels et al. · IEEE Transactions on Intelligent Transportation Systems · 2015 · 46 citations · Full text

Traffic Information, Advanced Sensing, Engineering +21