activity
20112014
most citedThe path inference filter: model-based low-latency map matching of probe vehicle data

439 citations · 839 across the 5 of their papers we have counts for

collaborators

5 papers

math.NA2014★ 5 cited

Computing the log-determinant of symmetric, diagonally dominant matrices in near-linear time

Timothy Hunter, Ahmed El Alaoui, Alexandre Bayen

We present new algorithms for computing the log-determinant of symmetric, diagonally dominant matrices. Existing algorithms run with cubic complexity with respect to the size of th…

cs.LG2013★ 23 cited

Arriving on time: estimating travel time distributions on large-scale road networks

Timothy Hunter, Aude Hofleitner, Jack Reilly +5

Most optimal routing problems focus on minimizing travel time or distance traveled. Oftentimes, a more useful objective is to maximize the probability of on-time arrival, which req…

physics.soc-ph2012★ 369 cited

Understanding Road Usage Patterns in Urban Areas

Pu Wang, Timothy Hunter, Alexandre M. Bayen +2

In this paper, we combine the most complete record of daily mobility, based on large-scale mobile phone data, with detailed Geographic Information System (GIS) data, uncovering pre…

cs.RO2012★ 3 cited

Large Scale Estimation in Cyberphysical Systems using Streaming Data: a Case Study with Smartphone Traces

Timothy Hunter, Tathagata Das, Matei Zaharia +2

Controlling and analyzing cyberphysical and robotics systems is increasingly becoming a Big Data challenge. Pushing this data to, and processing in the cloud is more efficient than…

cs.AI2011★ 439 cited

The path inference filter: model-based low-latency map matching of probe vehicle data

Timothy Hunter, Pieter Abbeel, Alexandre Bayen

We consider the problem of reconstructing vehicle trajectories from sparse sequences of GPS points, for which the sampling interval is between 10 seconds and 2 minutes. We introduc…