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20182023
most citedEstimating multi-year 24/7 origin-destination demand using high-granular multi-source traffic data

58 citations · 166 across the 14 of their papers we have counts for

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Showing 2019Show all

7 papers · 1 filter

stat.ML2019★ 21 cited

Missing Not at Random in Matrix Completion: The Effectiveness of Estimating Missingness Probabilities Under a Low Nuclear Norm Assumption

Wei Ma, George H. Chen

Matrix completion is often applied to data with entries missing not at random (MNAR). For example, consider a recommendation system where users tend to only reveal ratings for item…

eess.SP2019★ 4 cited

High-Resolution Traffic Sensing with Autonomous Vehicles

Wei Ma, Sean Qian

The last decades have witnessed the breakthrough of autonomous vehicles (AVs), and the perception capabilities of AVs have been dramatically improved. Various sensors installed on…

physics.soc-ph2019★ 1 cited

Measuring and reducing the disequilibrium levels of dynamic networks through ride-sourcing vehicle data

Wei Ma, Sean Qian

Transportation systems are being reshaped by ride-sourcing and shared mobility services in recent years. The transportation network companies (TNCs) have been collecting high-granu…

eess.SY2019★ 9 cited

Estimating multi-class dynamic origin-destination demand through a forward-backward algorithm on computational graphs

Wei Ma, Xidong Pi, Sean Qian

Transportation networks are unprecedentedly complex with heterogeneous vehicular flow. Conventionally, vehicle classes are considered by vehicle classifications (such as standard p…

stat.ME2019★ 54 cited

Statistical inference of probabilistic origin-destination demand using day-to-day traffic data

Wei Ma, Zhen Qian

Recent transportation network studies on uncertainty and reliability call for modeling the probabilistic O-D demand and probabilistic network flow. Making the best use of day-to-da…

eess.SY2019★ 58 cited

Estimating multi-year 24/7 origin-destination demand using high-granular multi-source traffic data

Wei Ma, Zhen, Qian

Dynamic origin-destination (OD) demand is central to transportation system modeling and analysis. The dynamic OD demand estimation problem (DODE) has been studied for decades, most…