Research Article

Automatic Traffic Anomaly Detection on the Road Network with Spatial-Temporal Graph Neural Network Representation Learning

Table 3

Abbreviation used in this paper.

AbbreviationFull name

PCAPrincipal component analysis
KNNk-nearest neighbor
DBSCANDensity-based spatial clustering of applications with noise
LOFLocal outlier factor algorithm
GNNGraph neural network
GDNGraph deviation network
ARAutoregressive model
MAThe moving average model
ARIMAThe autoregressive integrated moving average model
LSTMsLong short-term memory
GDLGeometric deep learning
GCNsGraph convolutional network
GATGraph attention networks
IQRInterquartile range
SMASimple moving average
OCSVMThe one-class support vector machine
HBOSThe histogram-based outlier detection
COPODCopula-based outlier detector
IFORESTIsolation Forest