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iBOAT: Isolation-Based Online Anomalous Trajectory Detection

https://doi.org/10.1109/tits.2013.2238531

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What this work says

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

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Inferring High-Level Behavior from Low-Level Sensors

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Collective Traffic Forecasting

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Taxi-Aware Map: Identifying and Predicting Vacant Taxis in the City

inferredcites →https://doi.org/10.1007/978-3-642-30973-1_6openalex-snapshot

Real-Time Detection of Anomalous Taxi Trajectories from GPS Traces

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Learning and inferring transportation routines

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Uncovering cabdrivers’ behavior patterns from their digital traces

inferredcites →https://doi.org/10.1016/j.compenvurbsys.2011.09.002openalex-snapshot

Exploratory calibration of a spatial interaction model using taxi GPS trajectories

inferredcites →https://doi.org/10.1016/j.patrec.2005.10.010openalex-snapshot

An introduction to ROC analysis

inferredcites →https://doi.org/10.1016/s0167-8655(03)00003-5openalex-snapshot

Discovering cluster-based local outliers

inferredcites →https://doi.org/10.1038/nature06958openalex-snapshot

Understanding individual human mobility patterns

inferredcites →https://doi.org/10.1109/icde.2008.4497422openalex-snapshot

Trajectory Outlier Detection: A Partition-and-Detect Framework

inferredcites →https://doi.org/10.1109/icde.2009.230openalex-snapshot

Temporal Outlier Detection in Vehicle Traffic Data

inferredcites →https://doi.org/10.1109/icde.2011.5767890openalex-snapshot

Discovering popular routes from trajectories

inferredcites →https://doi.org/10.1109/icdm.2011.18openalex-snapshot

A Taxi Driving Fraud Detection System

inferredcites →https://doi.org/10.1109/mc.2007.141openalex-snapshot

Predestination: Where Do You Want to Go Today?

inferredcites →https://doi.org/10.1109/mc.2011.65openalex-snapshot

The Emergence of Social and Community Intelligence

inferredcites →https://doi.org/10.1109/percomw.2011.5766967openalex-snapshot

Hunting or waiting? Discovering passenger-finding strategies from a large-scale real-world taxi dataset

inferredcites →https://doi.org/10.1109/tits.2006.869629openalex-snapshot

Dynamic Origin–Destination Demand Estimation Using Automatic Vehicle Identification Data

inferredcites →https://doi.org/10.1109/tits.2010.2074196openalex-snapshot

Real-Time Urban Monitoring Using Cell Phones: A Case Study in Rome

inferredcites →https://doi.org/10.1109/tits.2012.2209201openalex-snapshot

Land-Use Classification Using Taxi GPS Traces

inferredcites →https://doi.org/10.1109/vast.2010.5652467openalex-snapshot

Anomaly detection in GPS data based on visual analytics

inferredcites →https://doi.org/10.1126/science.1167742openalex-snapshot

Computational Social Science

inferredcites →https://doi.org/10.1137/1.9781611972771.25openalex-snapshot

ROAM: Rule- and Motif-Based Anomaly Detection in Massive Moving Object Data Sets

inferredcites →https://doi.org/10.1145/1132956.1132959openalex-snapshot

Inverted files for text search engines

inferredcites →https://doi.org/10.1145/1150402.1150459openalex-snapshot

Outlier detection by active learning

inferredcites →https://doi.org/10.1145/1281192.1281230openalex-snapshot

Trajectory pattern mining

inferredcites →https://doi.org/10.1145/1341012.1341041openalex-snapshot

A model for enriching trajectories with semantic geographical information

inferredcites →https://doi.org/10.1145/1409635.1409678openalex-snapshot

Navigate like a cabbie

inferredcites →https://doi.org/10.1145/1526709.1526816openalex-snapshot

Mining interesting locations and travel sequences from GPS trajectories

inferredcites →https://doi.org/10.1145/1557019.1557043openalex-snapshot

Efficient anomaly monitoring over moving object trajectory streams

inferredcites →https://doi.org/10.1145/1869790.1869807openalex-snapshot

T-drive

inferredcites →https://doi.org/10.1145/1871437.1871716openalex-snapshot

Top-Eye

inferredcites →https://doi.org/10.1145/1999995.2000006openalex-snapshot

Real-time trip information service for a large taxi fleet

inferredcites →https://doi.org/10.1145/2030112.2030126openalex-snapshot

Urban computing with taxicabs

inferredcites →https://doi.org/10.1145/2030112.2030127openalex-snapshot

iBAT

inferredcites →https://doi.org/10.1145/2133360.2133363openalex-snapshot

Isolation-Based Anomaly Detection

inferredcites →https://doi.org/10.1145/335191.335388openalex-snapshot

LOF

inferredcites →https://doi.org/10.1145/342009.335388openalex-snapshot

LOF

inferredcites →https://doi.org/10.1504/ijbidm.2010.030296openalex-snapshot

Context-aware taxi demand hotspots prediction

inferredcites →https://doi.org/10.1609/aaai.v24i1.7577openalex-snapshot

Collaborative Filtering Meets Mobile Recommendation: A User-Centered Approach

inferredcites →https://doi.org/10.4271/2008-01-0201openalex-snapshot

Route Prediction from Trip Observations

inferredcites →https://doi.org/10.5244/c.22.103openalex-snapshot

Semi-supervised Learning for Anomalous Trajectory Detection

What points at this work

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

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Planning bus networks by exploiting GPS trajectories collected by IoT‐enabled vehicles

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Anomalous Trajectory Detection Using Recurrent Neural Network

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STL: Online Detection of Taxi Trajectory Anomaly Based on Spatial-Temporal Laws

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Spatial-Temporal Recurrent Neural Network for Anomalous Trajectories Detection

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Anomalous Taxi Route Detection System Based on Cloud Services

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Anomaly Detection on ADS-B Flight Data Using Machine Learning Techniques

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A Novel Approach to Taxi-GPS-Trace-Aware Bus Network Planning

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AF-TCP: Traffic Congestion Prediction at Arbitrary Road Segment and Flexible Future Time

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Applying Transformers for Anomaly Detection in Bus Trajectories

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Time-Dependent Popular Routes Based Trajectory Outlier Detection

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Detecting Anomaly in Traffic Flow from Road Similarity Analysis

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Using Learning Features to Find Similar Trajectories

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Outlier Trajectory Detection: A Trajectory Analytics Based Approach

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Inferring and Analysis Drivers Violation Behavior Through Trajectory

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Anomalous Trajectory Detection Between Regions of Interest Based on ANPR System

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Smoothing of Trajectory Data Recorded in Harsh Environments and Detection of Outlying Trajectories

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A Cloud-Based Intelligent Transportation System’s Framework to Support Advanced Traveler Information Systems

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Trajectory Data Map-matching

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iBOAT: Detecting Anomalous Trajectories On-the-Fly

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Introduction

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Trajectory outlier detection approach based on common slices sub-sequence

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Spatio-temporal trajectory anomaly detection based on common sub-sequence

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Vehicle anomalous trajectory detection algorithm based on road network partition

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Parallel recurrent neural network with transformer for anomalous trajectory detection

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ATTD and ATDS detecting abnormal trajectory detection for urban traffic data

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Anomaly detection for evolving maritime trajectories with continual learning

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Trajectory anomaly detection via spatial–temporal complementary reconstruction diffusion model

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Effective and efficient trajectory outlier detection based on time-dependent popular route

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LoTAD: long-term traffic anomaly detection based on crowdsourced bus trajectory data

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Embedding geographic information for anomalous trajectory detection

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Data-Driven Approaches for Spatio-Temporal Analysis: A Survey of the State-of-the-Arts

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Detecting Anomalous Bus-Driving Behaviors from Trajectories

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Abnormal Trajectory Detection Based on a Sparse Subgraph

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Trajectory Outlier Detection on Trajectory Data Streams

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Feature Grouping-Based Outlier Detection upon Streaming Trajectories (Extended Abstract)

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Embedding-Based Similarity Computation for Massive Vehicle Trajectory Data

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Anomalous Event Sequence Detection

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Blockchain Assisted Hybrid Intrusion Detection System in Autonomous Vehicles for Industry 5.0

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Deep Learning Versus Traditional Solutions for Group Trajectory Outliers

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Deep Fuzzy Contrast-Set Deviation Point Representation and Trajectory Detection

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Hyperspectral Anomaly Detection With Kernel Isolation Forest

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Spatial-Temporal-Cost Combination Based Taxi Driving Fraud Detection for Collaborative Internet of Vehicles

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A Two-Phase Anomaly Detection Model for Secure Intelligent Transportation Ride-Hailing Trajectories

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Sybil Attack Identification for Crowdsourced Navigation: A Self-Supervised Deep Learning Approach

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Detecting Taxi Trajectory Anomaly Based on Spatio-Temporal Relations

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Mining Factors Affecting Taxi Detour Behavior From GPS Traces at Directional Road Segment Level

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Deviation Point Curriculum Learning for Trajectory Outlier Detection in Cooperative Intelligent Transport Systems

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A Sequential Pattern Mining Based Approach to Adaptively Detect Anomalous Paths in Floating Vehicle Trajectories

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A Spatio-Temporal Track Association Algorithm Based on Marine Vessel Automatic Identification System Data

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AI-Empowered Trajectory Anomaly Detection and Classification in 6G-V2X

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ST-Bikes: Predicting Travel-Behaviors of Sharing-Bikes Exploiting Urban Big Data

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A Superposition Assessment Framework of Multi-Source Traffic Risks for Mega-Events Using Risk Field Model and Time-Series Generative Adversarial Networks

inferred← citeshttps://doi.org/10.1109/tits.2026.3684057openalex-snapshot

SSCTAD: Semi-Supervised Contrastive Learning for Trajectory Anomaly Detection

inferred← citeshttps://doi.org/10.1109/tiv.2023.3326736openalex-snapshot

Cybersecurity on Connected and Automated Transportation Systems: A Survey

inferred← citeshttps://doi.org/10.1109/tkde.2017.2744619openalex-snapshot

Feature Grouping-Based Outlier Detection Upon Streaming Trajectories

inferred← citeshttps://doi.org/10.1109/tkde.2017.2772907openalex-snapshot

TaxiRec: Recommending Road Clusters to Taxi Drivers Using Ranking-Based Extreme Learning Machines

inferred← citeshttps://doi.org/10.1109/tkde.2020.3046670openalex-snapshot

Continuous Trajectory Similarity Search for Online Outlier Detection

inferred← citeshttps://doi.org/10.1109/tmc.2022.3208265openalex-snapshot

$\mathtt {Radar}$: Adversarial Driving Style Representation Learning With Data Augmentation

inferred← citeshttps://doi.org/10.1109/tvt.2020.2967865openalex-snapshot

Anomalous Trajectory Detection and Classification Based on Difference and Intersection Set Distance

inferred← citeshttps://doi.org/10.1109/tvt.2025.3562659openalex-snapshot

Anomalous Trajectory Detection in Vehicular Social Networks With Unsupervised Dynamic Network Representation Learning

inferred← citeshttps://doi.org/10.1109/uic-atc-scalcom.2014.112openalex-snapshot

Taxi Exp: A Novel Framework for City-Wide Package Express Shipping via Taxi Crowd Sourcing

inferred← citeshttps://doi.org/10.1117/12.2519857openalex-snapshot

Automated real-time risk assessment for airport passengers using a deep learning architecture

inferred← citeshttps://doi.org/10.1137/1.9781611975321.8openalex-snapshot

Outlier Detection over Distributed Trajectory Streams

inferred← citeshttps://doi.org/10.1145/2494091.2497352openalex-snapshot

Anomalous event detection on large-scale GPS data from mobile phones using hidden markov model and cloud platform

inferred← citeshttps://doi.org/10.1145/2968219.2971446openalex-snapshot

Optimizing taxiing with detours by using traffic dynamics and driving habits

inferred← citeshttps://doi.org/10.1145/3007540.3007545openalex-snapshot

A feature-based method for traffic anomaly detection

inferred← citeshttps://doi.org/10.1145/3130981openalex-snapshot

CLSTERS

inferred← citeshttps://doi.org/10.1145/3132847.3132854openalex-snapshot

Efficient Discovery of Abnormal Event Sequences in Enterprise Security Systems

inferred← citeshttps://doi.org/10.1145/3132847.3132933openalex-snapshot

A Fast Trajectory Outlier Detection Approach via Driving Behavior Modeling

inferred← citeshttps://doi.org/10.1145/3161159openalex-snapshot

RADAR

inferred← citeshttps://doi.org/10.1145/3177848openalex-snapshot

GeoStreams

inferred← citeshttps://doi.org/10.1145/3269206.3271754openalex-snapshot

On Real-time Detecting Passenger Flow Anomalies

inferred← citeshttps://doi.org/10.1145/3269206.3272013openalex-snapshot

Collaborative Alert Ranking for Anomaly Detection

inferred← citeshttps://doi.org/10.1145/3284557.3284725openalex-snapshot

Spatio-temporal Anomaly Detection in Traffic Data

inferred← citeshttps://doi.org/10.1145/3288599.3288616openalex-snapshot

Detection of beacon transmission denial attack in ITS using temporal auto-correlation and random inspections

inferred← citeshttps://doi.org/10.1145/3328913openalex-snapshot

MAC

inferred← citeshttps://doi.org/10.1145/3331147openalex-snapshot

Using Sparse Representation to Detect Anomalies in Complex WSNs

inferred← citeshttps://doi.org/10.1145/3340531.3411988openalex-snapshot

OPHiForest: Order Preserving Hashing Based Isolation Forest for Robust and Scalable Anomaly Detection

inferred← citeshttps://doi.org/10.1145/3385809openalex-snapshot

Coupled IGMM-GANs with Applications to Anomaly Detection in Human Mobility Data

inferred← citeshttps://doi.org/10.1145/3399631openalex-snapshot

Trajectory Outlier Detection

inferred← citeshttps://doi.org/10.1145/3414274.3414511openalex-snapshot

A Real-time Anomaly Detection Algorithm for Taxis Based on Trajectory Big Data

inferred← citeshttps://doi.org/10.1145/3425867openalex-snapshot

Trajectory Outlier Detection

inferred← citeshttps://doi.org/10.1145/3430984.3430996openalex-snapshot

Inferring customer occupancy status in for-hire vehicles using PU Learning

inferred← citeshttps://doi.org/10.1145/3444753openalex-snapshot

Feature Grouping–based Trajectory Outlier Detection over Distributed Streams

inferred← citeshttps://doi.org/10.1145/3465059openalex-snapshot

Exploring the Risky Travel Area and Behavior of Car-hailing Service

inferred← citeshttps://doi.org/10.1145/3474717.3483975openalex-snapshot

Road Closure Detection based upon Multi-feature Fusion

inferred← citeshttps://doi.org/10.1145/3539618.3592074openalex-snapshot

TripSafe: Retrieving Safety-related Abnormal Trips in Real-time with Trajectory Data

inferred← citeshttps://doi.org/10.1145/3568683openalex-snapshot

Characterizing and Forecasting Urban Vibrancy Evolution: A Multi-View Graph Mining Perspective

inferred← citeshttps://doi.org/10.1145/3637528.3671874openalex-snapshot

Multi-Scale Detection of Anomalous Spatio-Temporal Trajectories in Evolving Trajectory Datasets

inferred← citeshttps://doi.org/10.1145/3673235openalex-snapshot

Physics-Based Abnormal Trajectory Gap Detection

inferred← citeshttps://doi.org/10.1145/3678717.3691257openalex-snapshot

Trajectory Anomaly Detection with Language Models

inferred← citeshttps://doi.org/10.1145/3711896.3737164openalex-snapshot

Towards Trajectory Anomaly Detection: a Fine-Grained and Noise-Resilient Framework

inferred← citeshttps://doi.org/10.1145/3746252.3761088openalex-snapshot

Stamp: Semantic-Aware Sub-trajectory Anomaly Detection with Diffusion Multi-model Pool for Evolving Data Streams

inferred← citeshttps://doi.org/10.1145/3748636.3762745openalex-snapshot

RECAST: Route-Enhanced Conditional Anomalous Sub-trajectory Detection

inferred← citeshttps://doi.org/10.1145/3748636.3762752openalex-snapshot

Graph Enhanced Trajectory Anomaly Detection

inferred← citeshttps://doi.org/10.1145/3748636.3762774openalex-snapshot

ICAD: A Self-Supervised Autoregressive Approach for Multi-Context Anomaly Detection in Human Mobility Data

inferred← citeshttps://doi.org/10.1145/3764914.3770595openalex-snapshot

Towards Physics-informed Diffusion for Anomaly Detection in Trajectories: A Summary of Results

inferred← citeshttps://doi.org/10.1155/2015/717095openalex-snapshot

Map Matching Based on Conditional Random Fields and Route Preference Mining for Uncertain Trajectories

inferred← citeshttps://doi.org/10.1155/2016/9817374openalex-snapshot

A Geo-Aware Taxi Carrying Management System by Using Location Based Services and Zone Queuing Techniques on Internet of Things

inferred← citeshttps://doi.org/10.1155/2021/5598988openalex-snapshot

Research on Real-Time Anomaly Detection of Fishing Vessels in a Marine Edge Computing Environment

inferred← citeshttps://doi.org/10.1155/2022/6516577openalex-snapshot

[Retracted] Detection of Multicamera Pedestrian Trajectory Outliers in Geographic Scene

inferred← citeshttps://doi.org/10.1155/2022/7223646openalex-snapshot

Anomalous Trajectory Detection Using Masked Autoregressive Flow Considering Route Choice Probability

inferred← citeshttps://doi.org/10.1177/1088467x251395608openalex-snapshot

Sub-trajectory anomaly detection based on trajectory segmentation merging and grouping clustering

inferred← citeshttps://doi.org/10.14569/ijacsa.2020.0110520openalex-snapshot

Clustering-Based Trajectory Outlier Detection

inferred← citeshttps://doi.org/10.14778/3523210.3523225openalex-snapshot

DeepTEA

inferred← citeshttps://doi.org/10.14801/jkiit.2022.20.11.101openalex-snapshot

Anomaly Detection Method of User Trajectories based on Deep Learning Technologies

inferred← citeshttps://doi.org/10.1613/jair.1.15849openalex-snapshot

A Principled Distributional Approach to Trajectory Similarity Measurement and its Application to Anomaly Detection

inferred← citeshttps://doi.org/10.18293/dmsviva2021openalex-snapshot

Proceedings of the 27th International Conference on Distributed Multimedia Systems

inferred← citeshttps://doi.org/10.18293/dmsviva21-011openalex-snapshot

UT-ATD: Universal Transformer for Anomalous Trajectory Detection by Embedding Trajectory Information

inferred← citeshttps://doi.org/10.18293/seke2022-116openalex-snapshot

A Novel Network Alert Classification Model based on Behavior Semantic

inferred← citeshttps://doi.org/10.23919/acc.2017.7962970openalex-snapshot

Similarity-based vehicle-motion prediction

inferred← citeshttps://doi.org/10.3233/ida-237384openalex-snapshot

Trajectory outlier detection method based on group division

inferred← citeshttps://doi.org/10.3233/jifs-236508openalex-snapshot

Abnormal-trajectory detection method based on sub-trajectory classification and outlier-factor acquisition

inferred← citeshttps://doi.org/10.32657/10356/137358openalex-snapshot

Latent representation models for mining geo-spatial data

inferred← citeshttps://doi.org/10.3311/wins2023-005openalex-snapshot

Anomaly Detection using combination of Autoencoder and Isolation Forest

inferred← citeshttps://doi.org/10.3390/app10155191openalex-snapshot

A Hybrid Deep Learning Framework for Unsupervised Anomaly Detection in Multivariate Spatio-Temporal Data

inferred← citeshttps://doi.org/10.3390/app13042748openalex-snapshot

Visual Exploration of Cycling Semantics with GPS Trajectory Data

inferred← citeshttps://doi.org/10.3390/ijgi10110767openalex-snapshot

FraudMove: Fraud Drivers Discovery Using Real-Time Trajectory Outlier Detection

inferred← citeshttps://doi.org/10.3390/ijgi8060272openalex-snapshot

Simplification and Detection of Outlying Trajectories from Batch and Streaming Data Recorded in Harsh Environments

inferred← citeshttps://doi.org/10.3390/info9100258openalex-snapshot

Detecting Anomalous Trajectories Using the Dempster-Shafer Evidence Theory Considering Trajectory Features from Taxi GNSS Data

inferred← citeshttps://doi.org/10.3390/rs14215394openalex-snapshot

MiPo: How to Detect Trajectory Outliers with Tabular Outlier Detectors

inferred← citeshttps://doi.org/10.3390/s26103027openalex-snapshot

Landmark-Based Features for Vehicle Trajectory Anomaly Detection from Traffic Video in Urban Intersections—A Case Study

inferred← citeshttps://doi.org/10.3934/mbe.2023620openalex-snapshot

A method for detecting abnormal behavior of ships based on multi-dimensional density distance and an abnormal isolation mechanism

inferred← citeshttps://doi.org/10.4018/978-1-6684-7319-1.ch003openalex-snapshot

Spatio-Temporal Outlier Detection

inferred← citeshttps://doi.org/10.4108/eai.13-7-2018.159624openalex-snapshot

The impact of Planned Special Events (PSEs) on urban traffic congestion

inferred← citeshttps://doi.org/10.48550/arxiv.1608.02639openalex-snapshot

GID: Graph-based Intrusion Detection on Massive Process Traces for Enterprise Security Systems

inferred← citeshttps://doi.org/10.48550/arxiv.1612.07736openalex-snapshot

Collaborative Alerts Ranking for Anomaly Detection

inferred← citeshttps://doi.org/10.48550/arxiv.1806.07526openalex-snapshot

A Survey on the Security of Pervasive Online Social Networks (POSNs)

inferred← citeshttps://doi.org/10.48550/arxiv.1809.02728openalex-snapshot

Coupled IGMM-GANs for deep multimodal anomaly detection in human mobility data

showing the first 200 of 204

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