Search Results - "Henrickson, Kristian"
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Traffic Graph Convolutional Recurrent Neural Network: A Deep Learning Framework for Network-Scale Traffic Learning and Forecasting
Published in IEEE transactions on intelligent transportation systems (01-11-2020)“…Traffic forecasting is a particularly challenging application of spatiotemporal forecasting, due to the time-varying traffic patterns and the complicated…”
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Journal Article -
2
Multi-Output Gaussian Processes for Crowdsourced Traffic Data Imputation
Published in IEEE transactions on intelligent transportation systems (01-02-2019)“…Traffic speed data imputation is a fundamental challenge for data-driven transport analysis. In recent years, with the ubiquity of GPS-enabled devices and the…”
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Journal Article -
3
Google Earth elevation data extraction and accuracy assessment for transportation applications
Published in PloS one (26-04-2017)“…Roadway elevation data is critical for a variety of transportation analyses. However, it has been challenging to obtain such data and most roadway GIS…”
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Journal Article -
4
Estimation of Origin and Destination Information from Bluetooth and Wi-Fi Sensing for Transit
Published in Transportation research record (2016)“…Public urban transit offers a convenient, affordable, and sustainable mode of transportation for many. However, limited subsidies and revenue collected from…”
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5
Correction: A Two-Stage Algorithm for Origin-Destination Matrices Estimation Considering Dynamic Dispersion Parameter for Route Choice
Published in PloS one (12-02-2016)Get full text
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A Two-Stage Algorithm for Origin-Destination Matrices Estimation Considering Dynamic Dispersion Parameter for Route Choice
Published in PloS one (13-01-2016)“…This paper proposes a two-stage algorithm to simultaneously estimate origin-destination (OD) matrix, link choice proportion, and dispersion parameter using…”
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Journal Article -
7
Kinect-Based Pedestrian Detection for Crowded Scenes
Published in Computer-aided civil and infrastructure engineering (01-03-2016)“…Pedestrian movement data including volumes, walking speeds, and trajectories are essential in transportation engineering, planning, and research. Although…”
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Journal Article -
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Jointly analyzing freeway traffic incident clearance and response time using a copula-based approach
Published in Transportation research. Part C, Emerging technologies (01-01-2018)“…•Examine the dependence between traffic incident clearance and response time.•Provide a copula approach for jointly modeling incident clearance and response…”
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Journal Article -
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Flexible and Robust Method for Missing Loop Detector Data Imputation
Published in Transportation research record (01-01-2015)“…This study is primarily focused on missing traffic sensor data imputation for the purpose of improving the coverage and accuracy of traffic analysis and…”
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Journal Article -
10
Establishing Multisource Data-Integration Framework for Transportation Data Analytics
Published in Journal of transportation engineering, Part A (01-05-2020)“…AbstractIn recent years, with the advancement in traffic sensing, data storage, and communication technologies, the availability and diversity of…”
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Journal Article -
11
Dynamic Lane Assignment Approach for Freeway Weaving Segment Operation
Published in Transportation research record (01-01-2015)“…This paper proposes a dynamic lane assignment (DLA) approach for one-sided freeway weaving segments. The approach divides the weaving segment into weaving…”
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12
A Framework for Understanding and Addressing Bias and Sparsity in Mobile Location-Based Traffic Data
Published 01-01-2018“…Traffic data derived from Global Positioning System (GPS) traces of individual travelers is achieving widespread adoption in transportation engineering and…”
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Dissertation -
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Flexible and Robust Treatments for Missing Traffic Sensor Data
Published 01-01-2014“…The focus of the work contained in this thesis is missing data treatments in traffic loop detector datasets. This work is motivated by the need to improve data…”
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Dissertation -
14
Correction: A Two-Stage Algorithm for Origin-Destination Matrices Estimation Considering Dynamic Dispersion Parameter for Route Choice: e0149827
Published in PloS one (01-02-2016)Get full text
Journal Article -
15
Multi-Output Gaussian Processes for Crowdsourced Traffic Data Imputation
Published 08-06-2019“…Traffic speed data imputation is a fundamental challenge for data-driven transport analysis. In recent years, with the ubiquity of GPS-enabled devices and the…”
Get full text
Journal Article -
16
Traffic Graph Convolutional Recurrent Neural Network: A Deep Learning Framework for Network-Scale Traffic Learning and Forecasting
Published 20-02-2018“…Traffic forecasting is a particularly challenging application of spatiotemporal forecasting, due to the time-varying traffic patterns and the complicated…”
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Journal Article -
17
Flexible and Robust Treatments for Missing Traffic Sensor Data
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Dissertation -
18
New progress of DRIVE Net: An E-science transportation platform for data sharing, visualization, modeling, and analysis
Published in 2016 IEEE International Smart Cities Conference (ISC2) (01-09-2016)“…Big data represents a new era in data exploration and utilization. With the growing quantity and variety of data being collected from intelligent…”
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