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Citywide Traffic Volume Inference with Surveillance Camera Records

https://doi.org/10.1109/tbdata.2019.2935057

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

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Recovering Missing Values from Corrupted Spatio-Temporal Sensory Data via Robust Low-Rank Tensor Completion

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Efficient missing data imputing for traffic flow by considering temporal and spatial dependence

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Lane-based real-time queue length estimation using license plate recognition data

inferredcites →https://doi.org/10.1061/(asce)0733-947x(2003)129:6(664)openalex-snapshot

Modeling and Forecasting Vehicular Traffic Flow as a Seasonal ARIMA Process: Theoretical Basis and Empirical Results

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Reducing Uncertainty of Low-Sampling-Rate Trajectories

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Crowdsourcing-based real-time urban traffic speed estimation: From trends to speeds

inferredcites →https://doi.org/10.1109/icdm.2012.52openalex-snapshot

Utilizing Real-World Transportation Data for Accurate Traffic Prediction

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Inferring Uncertain Trajectories from Partial Observations

inferredcites →https://doi.org/10.1109/infcomw.2012.6193503openalex-snapshot

Modeling and characterization of urban vehicular mobility using web cameras

inferredcites →https://doi.org/10.1109/itsc.2013.6728220openalex-snapshot

Urban road traffic speed estimation for missing probe vehicle data based on multiple linear regression model

inferredcites →https://doi.org/10.1109/ivs.2008.4621153openalex-snapshot

A BPCA based missing value imputing method for traffic flow volume data

inferredcites →https://doi.org/10.1109/tits.2009.2021448openalex-snapshot

Multivariate Short-Term Traffic Flow Forecasting Using Time-Series Analysis

inferredcites →https://doi.org/10.1109/tits.2009.2026312openalex-snapshot

PPCA-Based Missing Data Imputation for Traffic Flow Volume: A Systematical Approach

inferredcites →https://doi.org/10.1109/tits.2015.2507259openalex-snapshot

Matrix and Tensor Based Methods for Missing Data Estimation in Large Traffic Networks

inferredcites →https://doi.org/10.1109/tits.2018.2854775openalex-snapshot

Fast and Scalable Big Data Trajectory Clustering for Understanding Urban Mobility

inferredcites →https://doi.org/10.1109/tkde.2016.2621104openalex-snapshot

Citywide Traffic Volume Estimation Using Trajectory Data

inferredcites →https://doi.org/10.1109/tpami.2007.70765openalex-snapshot

Graph-Based Semisupervised Learning

inferredcites →https://doi.org/10.1145/2426656.2426671openalex-snapshot

City-scale traffic estimation from a roving sensor network

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Flow reconstruction for data-driven traffic animation

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Travel time estimation of a path using sparse trajectories

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XGBoost

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Latent Space Model for Road Networks to Predict Time-Varying Traffic

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Efficient Hidden Trajectory Reconstruction from Sparse Data

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Interpreting traffic dynamics using ubiquitous urban data

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DNN-based prediction model for spatio-temporal data

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The Simpler The Better

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City-wide Traffic Volume Inference with Loop Detector Data and Taxi Trajectories

inferredcites →https://doi.org/10.1145/3158433openalex-snapshot

MobInsight

inferredcites →https://doi.org/10.1145/3209686openalex-snapshot

Learning Urban Community Structures

inferredcites →https://doi.org/10.1145/3308558.3313621openalex-snapshot

Joint Modeling of Dense and Incomplete Trajectories for Citywide Traffic Volume Inference

inferredcites →https://doi.org/10.1609/aaai.v27i1.8577openalex-snapshot

Time-Dependent Trajectory Regression on Road Networks via Multi-Task Learning

inferredcites →https://doi.org/10.1609/aaai.v29i1.9555openalex-snapshot

OMNI-Prop: Seamless Node Classification on Arbitrary Label Correlation

inferredcites →https://doi.org/10.1609/aaai.v31i1.10735openalex-snapshot

Deep Spatio-Temporal Residual Networks for Citywide Crowd Flows Prediction

inferredcites →https://doi.org/10.1609/aaai.v32i1.11338openalex-snapshot

DeepUrbanMomentum: An Online Deep-Learning System for Short-Term Urban Mobility Prediction

inferredcites →https://doi.org/10.1609/aaai.v32i1.11836openalex-snapshot

Deep Multi-View Spatial-Temporal Network for Taxi Demand Prediction

inferredcites →https://doi.org/10.3141/1678-22openalex-snapshot

Application of Subset Autoregressive Integrated Moving Average Model for Short-Term Freeway Traffic Volume Forecasting

inferredcites →https://doi.org/10.3141/1776-25openalex-snapshot

Multivariate Vehicular Traffic Flow Prediction: Evaluation of ARIMAX Modeling

inferredcites →https://doi.org/10.3141/1856-11openalex-snapshot

Estimation of Truck Traffic Volume from Single Loop Detectors with Lane-to-Lane Speed Correlation

inferredcites →https://doi.org/10.3141/1857-09openalex-snapshot

Forecasting Traffic Flow Conditions in an Urban Network: Comparison of Multivariate and Univariate Approaches

inferredcites →https://doi.org/10.57702/tvbli2giopenalex-snapshot

ST-MVL: Filling Missing Values in Geo-Sensory Time Series Data

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Evaluating the Impact of Surveillance Cameras on Traffic Compliance: An Evolutionary Game Theoretic Approach

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Evaluating the Impact of Surveillance Cameras on Traffic Compliance: An Evolutionary Game Theoretic Approach

inferred← citeshttps://doi.org/10.1007/s11280-022-01121-3openalex-snapshot

PreCLN: Pretrained-based contrastive learning network for vehicle trajectory prediction

inferred← citeshttps://doi.org/10.1016/j.chaos.2025.117161openalex-snapshot

Vehicle dynamics analytics based on complex network techniques: A trajectory-based visibility graph approach

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Utilizing YOLOv8 for enhanced traffic monitoring in intelligent transportation systems (ITS) applications

inferred← citeshttps://doi.org/10.1016/j.eswa.2025.130581openalex-snapshot

High-resolution traffic flow estimation for urban road network: incorporating traffic flow model into deep learning

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A data-fusion spatiotemporal matrix factorization approach for citywide traffic flow estimation and prediction under insufficient detection

inferred← citeshttps://doi.org/10.1016/j.trc.2020.102870openalex-snapshot

Network-wide traffic flow estimation with insufficient volume detection and crowdsourcing data

inferred← citeshttps://doi.org/10.1016/j.trc.2023.104402openalex-snapshot

Towards better traffic volume estimation: Jointly addressing the underdetermination and nonequilibrium problems with correlation-adaptive GNNs

inferred← citeshttps://doi.org/10.1063/5.0204656openalex-snapshot

Estimating the origin-destination matrix for a sector on the Al-Karkh side of Baghdad city

inferred← citeshttps://doi.org/10.1109/ccis57298.2022.10016336openalex-snapshot

Citywide Traffic Volume Inference using Traffic Sensing Data with Missing Values

inferred← citeshttps://doi.org/10.1109/icdm51629.2021.00120openalex-snapshot

Temporal Multi-view Graph Convolutional Networks for Citywide Traffic Volume Inference

inferred← citeshttps://doi.org/10.1109/itsc58415.2024.10920070openalex-snapshot

IncidentNet: Traffic Incident Detection, Localization and Severity Estimation with Sparse Sensing

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2021 Index IEEE Transactions on Big Data Vol. 7

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Bayesian Kernelized Matrix Factorization for Spatiotemporal Traffic Data Imputation and Kriging

inferred← citeshttps://doi.org/10.1109/tits.2026.3702863openalex-snapshot

Real-Time Traffic Accident Detection From Speed Data: A Visual Method Based on Multi-Perspective Spatiotemporal Tensors

inferred← citeshttps://doi.org/10.1117/12.3025100openalex-snapshot

Research on layout method of monitoring camera in non-direct-view area of substation

inferred← citeshttps://doi.org/10.1145/3340531.3411944openalex-snapshot

Fast Attributed Multiplex Heterogeneous Network Embedding

inferred← citeshttps://doi.org/10.1145/3340531.3411945openalex-snapshot

Dynamic Representation Learning for Large-Scale Attributed Networks

inferred← citeshttps://doi.org/10.1145/3372278.3390707openalex-snapshot

Urban Movie Map for Walkers: Route View Synthesis using 360° Videos

inferred← citeshttps://doi.org/10.1145/3564754openalex-snapshot

Dynamic Multi-View Graph Neural Networks for Citywide Traffic Inference

inferred← citeshttps://doi.org/10.1145/3580305.3599952openalex-snapshot

SAInf: Stay Area Inference of Vehicles using Surveillance Camera Records

inferred← citeshttps://doi.org/10.1145/3715902openalex-snapshot

Vehicle Trajectory Data Processing, Analytics, and Applications: A Survey

inferred← citeshttps://doi.org/10.3934/era.2023011openalex-snapshot

Transfer learning for robust urban network-wide traffic volume estimation with uncertain detector deployment scheme

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