Statistics – Methodology
Scientific paper
2008-04-18
Statistical Science 2007, Vol. 22, No. 4, 581-597
Statistics
Methodology
Published in at http://dx.doi.org/10.1214/07-STS238 the Statistical Science (http://www.imstat.org/sts/) by the Institute of M
Scientific paper
10.1214/07-STS238
A traffic performance measurement system, PeMS, currently functions as a statewide repository for traffic data gathered by thousands of automatic sensors. It has integrated data collection, processing and communications infrastructure with data storage and analytical tools. In this paper, we discuss statistical issues that have emerged as we attempt to process a data stream of 2 GB per day of wildly varying quality. In particular, we focus on detecting sensor malfunction, imputation of missing or bad data, estimation of velocity and forecasting of travel times on freeway networks.
Bickel Peter J.
Chen Chao
Kwon Jaimyoung
Rice Jr. J.
Varaiya Pravin
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