A trajectory outlier detection method based on variational auto-encoder

Trajectory outlier detection can identify abnormal phenomena from a large number of trajectory data, which is helpful to discover or predict potential traffic risks. In this work, we proposed a trajectory outlier detection model based on variational auto-encoder. First, the model encodes the traject...

وصف كامل

التفاصيل البيبلوغرافية
الحاوية / القاعدة:	Mathematical Biosciences and Engineering
المؤلفون الرئيسيون:	Longmei Zhang, Wei Lu, Feng Xue, Yanshuo Chang
التنسيق:	مقال
اللغة:	الإنجليزية
منشور في:	AIMS Press 2023-07-01
الموضوعات:	trajectory outlier detection machine learning variational auto-encoder trajectory similarity
الوصول للمادة أونلاين:	https://www.aimspress.com/article/doi/10.3934/mbe.2023675?viewType=HTML

مواد مشابهة

ANALYTICS AND DATA SCIENCE APPLIED TO THE TRAJECTORY OUTLIER DETECTION
حسب: Alexis J. LOPEZ, وآخرون
منشور في: (2020-06-01)

ANALYTICS AND DATA SCIENCE APPLIED TO THE TRAJECTORY OUTLIER DETECTION
حسب: Alexis J.LOPEZ, وآخرون
منشور في: (2020-06-01)

MiPo: How to Detect Trajectory Outliers with Tabular Outlier Detectors
حسب: Jiawei Yang, وآخرون
منشور في: (2022-10-01)

Transfer Learning for Region-Wide Trajectory Outlier Detection
حسب: Yueyang Su, وآخرون
منشور في: (2023-01-01)

Outlier Vehicle Trajectory Detection Using Deep Autoencoders in Santiago, Chile
حسب: Billy Peralta, وآخرون
منشور في: (2023-01-01)

Unsupervised Outlier Detection in IOT Using Deep VAE
حسب: Walaa Gouda, وآخرون
منشور في: (2022-09-01)

Expressway Vehicle Trajectory Prediction Based on Fusion Data of Trajectories and Maps from Vehicle Perspective
حسب: Yuning Duan, وآخرون
منشور في: (2024-05-01)

An Analysis of ML-Based Outlier Detection from Mobile Phone Trajectories
حسب: Francisco Melo Pereira, وآخرون
منشور في: (2022-12-01)

Outlier Detection of Crowdsourcing Trajectory Data Based on Spatial and Temporal Characterization
حسب: Xiaoyu Zheng, وآخرون
منشور في: (2023-01-01)

New approaches and technical considerations in detecting outlier measurements and trajectories in longitudinal children growth data
حسب: Paraskevi Massara, وآخرون
منشور في: (2023-10-01)

MoVAE: Multi-Omics Variational Auto-Encoder for Cancer Subtype Detection
حسب: Mohsen Rahmanian, وآخرون
منشور في: (2024-01-01)

Trend-Residual Dual Modeling for Detection of Outliers in Low-Cost GPS Trajectories
حسب: Xiaojian Chen, وآخرون
منشور في: (2016-12-01)

A Co-Embedding Model with Variational Auto-Encoder for Knowledge Graphs
حسب: Luodi Xie, وآخرون
منشور في: (2022-01-01)

Detecting Social Media Bots with Variational AutoEncoder and k-Nearest Neighbor
حسب: Xiujuan Wang, وآخرون
منشور في: (2021-06-01)

Variational auto-encoder based deep compressed sensing on Raman spectroscopy
حسب: Yinsheng Zhang, وآخرون
منشور في: (2025-12-01)

Anomalous Indoor Human Trajectory Detection Based on the Transformer Encoder and Self-Organizing Map
حسب: Doi Thi Lan, وآخرون
منشور في: (2023-01-01)

An Auto-Encoder with Genetic Algorithm for High Dimensional Data: Towards Accurate and Interpretable Outlier Detection
حسب: Jiamu Li, وآخرون
منشور في: (2022-11-01)

Enhancing Vertical Trajectory Reconstruction in SASS-C: Advanced Segmentation, Outlier Detection, and Filtering Techniques
حسب: Daniel Amigo, وآخرون
منشور في: (2024-10-01)

Filtering Link Outliers in Vehicle Trajectories by Spatial Reasoning
حسب: Junli Liu, وآخرون
منشور في: (2021-05-01)

Exploiting a variational auto-encoder to represent the evolution of sudden stratospheric warmings
حسب: Yi-Chang Chen, وآخرون
منشور في: (2024-01-01)

Knowledge Interpolated Conditional Variational Auto-Encoder for Knowledge Grounded Dialogues
حسب: Xingwei Liang, وآخرون
منشور في: (2023-07-01)

Trajectory Outlier Detection Algorithm Based on Bi-LSTM Model
حسب: HAN Zhaorong, وآخرون
منشور في: (2019-02-01)

Structural Adversarial Variational Auto-Encoder for Attributed Network Embedding
حسب: Junjian Zhan, وآخرون
منشور في: (2021-03-01)

Innovative Variational AutoEncoder for an End-to-End Communication System
حسب: Mohamad A. Alawad, وآخرون
منشور في: (2023-01-01)

GPS Trajectory Completion Using End-to-End Bidirectional Convolutional Recurrent Encoder-Decoder Architecture with Attention Mechanism
حسب: Asif Nawaz, وآخرون
منشور في: (2020-09-01)

A Data Cleaning Method for the Identification of Outliers in Fishing Vessel Trajectories Based on a Geocoding Algorithm
حسب: Li Zhang, وآخرون
منشور في: (2025-05-01)

Supervised Multi-Layer Conditional Variational Auto-Encoder for Process Modeling and Soft Sensor
حسب: Xiaochu Tang, وآخرون
منشور في: (2023-11-01)

Data Augmentation for Electricity Theft Detection Using Conditional Variational Auto-Encoder
حسب: Xuejiao Gong, وآخرون
منشور في: (2020-08-01)

Trajectory clustering algorithm based on structural similarity
حسب: YUAN Guan, وآخرون
منشور في: (2011-01-01)

Trajectory clustering algorithm based on structural similarity
حسب: YUAN Guan, وآخرون
منشور في: (2011-01-01)

Trajectory experience of motherhood
حسب: Katarzyna Gajek
منشور في: (2020-03-01)

TURBO: The Swiss Knife of Auto-Encoders
حسب: Guillaume Quétant, وآخرون
منشور في: (2023-10-01)

InvMap and Witness Simplicial Variational Auto-Encoders
حسب: Aniss Aiman Medbouhi, وآخرون
منشور في: (2023-02-01)

On the Quality of Deep Representations for Kepler Light Curves Using Variational Auto-Encoders
حسب: Francisco Mena, وآخرون
منشور في: (2021-10-01)

Understanding stock market instability via graph auto-encoders
حسب: Dragos Gorduza, وآخرون
منشور في: (2025-02-01)

Low Frequency Residential Load Disaggregation via Improved Variational Auto-Encoder and Siamese Network
حسب: Cheng Qian, وآخرون
منشور في: (2025-01-01)

An LSTM auto-encoder based anomaly detection for industrial system
حسب: Xiaojun SHEN, وآخرون
منشور في: (2020-07-01)

An LSTM auto-encoder based anomaly detection for industrial system
حسب: Xiaojun SHEN, وآخرون
منشور في: (2020-07-01)

Dilated spatial–temporal convolutional auto-encoders for human fall detection in surveillance videos
حسب: Suyuan Li, وآخرون
منشور في: (2023-08-01)

VAEEG: Variational auto-encoder for extracting EEG representation
حسب: Tong Zhao, وآخرون
منشور في: (2024-12-01)