Unsupervised learning based performance analysis of n-support vector regression for speed prediction of a large road network. - Muhammad Tayyab Asif; Justin Dauwels; Chong Yang Goh; Ali Oran; Esmail Fathi; Muye Xu; Menoth Mohan Dhanya; Nikola Mitrovic; Patrick Jaillet (ITSC, 2012)

Online map-matching based on Hidden Markov model for real-time traffic sensing applications. - Chong Yang Goh; Justin Dauwels; Nikola Mitrovic; Muhammad Tayyab Asif; Ali Oran; Patrick Jaillet (ITSC, 2012)

Data compression techniques for urban traffic data. - Muhammad Tayyab Asif; Kannan Srinivasan; Justin Dauwels; Patrick Jaillet (CIVTS, 2013)

Low-dimensional models for missing data imputation in road networks. - Muhammad Tayyab Asif; Nikola Mitrovic; Lalit Garg; Justin Dauwels; Patrick Jaillet (ICASSP, 2013)

Bayesian Support Vector Regression for traffic speed prediction with error bars. - Gaurav Gopi; Justin Dauwels; Muhammad Tayyab Asif; Sridhar Ashwin; Nikola Mitrovic; Umer Rasheed; Patrick Jaillet (ITSC, 2013)

CUR decomposition for compression and compressed sensing of large-scale traffic data. - Nikola Mitrovic; Muhammad Tayyab Asif; Umer Rasheed; Justin Dauwels; Patrick Jaillet (ITSC, 2013)

Predicting traffic speed in urban transportation subnetworks for multiple horizons. - Justin Dauwels; Aamer Aslam; Muhammad Tayyab Asif; Xinyue Zhao; Nikola Mitrovic; Andrzej Cichocki; Patrick Jaillet (ICARCV, 2014)

Extracting commuting patterns in railway networks through matrix decompositions. - Shashank Jere; Justin Dauwels; Muhammad Tayyab Asif; Nikola Mitrovic; Andrzej Cichocki; Patrick Jaillet (ICARCV, 2014)

Compressed prediction of large-scale urban traffic. - Nikola Mitrovic; Muhammad Tayyab Asif; Justin Dauwels; Patrick Jaillet (ICASSP, 2014)

Evaluation of smart-phone performance for real-time traffic prediction. - Rauf Ansar; Paron Sarampakhul; Soham Ghosh; Nikola Mitrovic; Muhammad Tayyab Asif; Justin Dauwels; Patrick Jaillet (ITSC, 2014)

Wavelets on graphs with application to transportation networks. - Menoth Mohan Dhanya; Muhammad Tayyab Asif; Nikola Mitrovic; Justin Dauwels; Patrick Jaillet (ITSC, 2014)

Spatiotemporal Patterns in Large-Scale Traffic Speed Prediction. - Muhammad Tayyab Asif; Justin Dauwels; Chong Yang Goh; Ali Oran; Esmail Fathi; Muye Xu; Menoth Mohan Dhanya; Nikola Mitrovic; Patrick Jaillet (IEEE Trans. Intell. Transp. Syst., 2014)

Travel Time Estimation Using Speed Predictions. - Aditya Narayanan; Nikola Mitrovic; Muhammad Tayyab Asif; Justin Dauwels; Patrick Jaillet (ITSC, 2015)

Near-Lossless Compression for Large Traffic Networks. - Muhammad Tayyab Asif; Kannan Srinivasan; Nikola Mitrovic; Justin Dauwels; Patrick Jaillet (IEEE Trans. Intell. Transp. Syst., 2015)

Low-Dimensional Models for Compressed Sensing and Prediction of Large-Scale Traffic Data. - Nikola Mitrovic; Muhammad Tayyab Asif; Justin Dauwels; Patrick Jaillet (IEEE Trans. Intell. Transp. Syst., 2015)

An integrated V2X simulator with applications in vehicle platooning. - Apratim Choudhury; Tomasz Maszczyk; Muhammad Tayyab Asif; Nikola Mitrovic; Chetan Belagal Math; Hong Li 012; Justin Dauwels (ITSC, 2016)

Predicting the duration of non-recurring road incidents by cluster-specific models. - Banishree Ghosh; Muhammad Tayyab Asif; Justin Dauwels; Wentong Cai 001; Hongliang Guo; Ulrich Fastenrath (ITSC, 2016)

Matrix and Tensor Based Methods for Missing Data Estimation in Large Traffic Networks. - Muhammad Tayyab Asif; Nikola Mitrovic; Justin Dauwels; Patrick Jaillet (IEEE Trans. Intell. Transp. Syst., 2016)

On Centralized and Decentralized Architectures for Traffic Applications. - Nikola Mitrovic; Aditya Narayanan; Muhammad Tayyab Asif; Ansar Rauf; Justin Dauwels; Patrick Jaillet (IEEE Trans. Intell. Transp. Syst., 2016)

Denoising autoencoders for fast real-time traffic estimation on urban road networks. - Soham Ghosh; Muhammad Tayyab Asif; Laura Wynter (CDC, 2017)

Dynamic Prediction of the Incident Duration Using Adaptive Feature Set. - Banishree Ghosh; Muhammad Tayyab Asif; Justin Dauwels; Ulrich Fastenrath; Hongliang Guo (IEEE Trans. Intell. Transp. Syst., 2019)