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Trajectory Prediction

(2019AAAI) Predicting Hurricane Trajectories Using a Recurrent Neural Network

(2019AAAI) TrafficPredict: Trajectory Prediction for Heterogeneous Traffific-Agents

(2020AAAI) CF-LSTM: Cascaded Feature-Based LongShort-Term Networks for Predicting Pedestrian Trajectory

(2020AAAI) Multimodal Interaction-Aware Trajectory Prediction in Crowded Space

(2020AAAI) OMuLeT: Online Multi-Lead Time Location Prediction for Hurricane Trajectory Forecasting

(2021AAAI) Disentangled Multi-Relational Graph Convolutional Network for Pedestrian Trajectory Prediction

(2021AAAI) Learning Game-Theoretic Models of Multiagent Trajectories Using Implicit Layers

(2021AAAI) Pre-training Context and Time Aware Location Embeddings from Spatial-Temporal Trajectories for User Next Location Prediction

(2021AAAI) Temporal Pyramid Network for Pedestrian Trajectory Prediction with Multi-Supervision

(2019SIGKDD) Predicting Dynamic Embedding Trajectory in Temporal Interaction Networks

(2020SIGKDD) Improving Movement Predictions of Traffic Actors in Bird’s-Eye View Models using GANs and Differentiable Trajectory Rasterization

(2020TKDE) An Effificient Destination Prediction Approach Based on Future Trajectory Prediction and Transition Matrix Optimization

(2021TKDE) Forecasting Gathering Events through Trajectory Destination Prediction: A Dynamic Hybrid Model

(2021TKDE) NEIST: A Neural-Enhanced Index for Spatio-Temporal Queries

(2021TKDE) Predicting Destinations by a Deep Learning based Approach

(2021ICDE) TrajForesee: How limited detailed trajectories enhance large-scale sparse information to predict vehicle trajectories?

Trajectory Extraction And Processing

(2020AAAI) DeepDualMapper: A Gated Fusion Network for Automatic Map Extraction Using Aerial Images and Trajectories

(2020AAAI) Learning to Generate Maps from Trajectories

(2021AAAI) Towards Effificient Selection of Activity Trajectories Based on Diversity and Coverage

(2020TKDE) Semi-Supervised Deep Learning Approach for Transportation Mode Identifification Using GPS Trajectory Data

(2021TKDE) Mining Spatio-Temporal Reachable Regions With Multiple Sources over Massive Trajectory Data

(2020ICDE) Automatic Calibration of Road Intersection Topology using Trajectories

(2020ICDE) Learning to Simulate Vehicle Trajectories from Demonstrations

(2021ICDE) E2DTC: An End to End Deep Trajectory Clustering Framework via Self-Training

(2021ICDE) GTraclus: A Local Trajectory Clustering Algorithm for GPUs

(2021ICDE) Trajectory Simplification with Reinforcement Learning

Trajectory Detection

(2020ICDE) Online Anomalous Trajectory Detection with Deep Generative Sequence Modeling

(2020ICDE) Traffic Incident Detection: A Trajectory-based Approach

Trajectory Segmentation

(2021AAAI) Capturing Uncertainty in Unsupervised GPS Trajectory Segmentation Using Bayesian Deep Learning

Trajectory Recovery

(2021AAAI) AttnMove: History Enhanced Trajectory Recovery via Attentional Network

(2021TKDE) Deep Trajectory Recovery with Fine-Grained Calibration using Kalman Filter

Traffic Flow Prediction

(2021AAAI) Traffific Flow Prediction with Vehicle Trajectories

Trajectory Protection

(2019SIGKDD) TrajGuard: A Comprehensive Trajectory Copyright Protection Scheme

Trajectory data analytics

(2019SIGMOD) Ratel: Interactive Analytics for Large Scale Trajectories

Streaming Trajectories

(2020SIGMOD) CoMing: A Real-time Co-Movement Mining System for Streaming Trajectories

Origin-Destination (OD) travel time estimation

(2020SIGMOD) Effective Travel Time Estimation: When Historical Trajectories over Road Networks Matter

Trajectory Similarity

(2019TKDE) A New Method for Measuring Topological Structure Similarity between Complex Trajectories

(2019TKDE) Parallel Trajectory-to-Location Join

(2019ICDE) Computing Trajectory Similarity in Linear Time: A Generic Seed-Guided Neural Metric Learning Approach

(2019ICDE) Distributed In-Memory Trajectory Similarity Search and Join on Road Network

(2020ICDE) Parallel Semantic Trajectory Similarity Join

(2021ICDE) REPOSE: Distributed Top-k Trajectory Similarity Search with Local Reference Point Tries

(2021ICDE) Spatial-Temporal Similarity for Trajectories with Location Noise and Sporadic Sampling

(2021ICDE) T3S: Effective Representation Learning for Trajectory Similarity Computation

Route Planning

(2020SIGKDD) Doing in One Go: Delivery Time Inference Based on Couriers’ Trajectories

(2020TKDE) Interactive Bike Lane Planning Using Sharing Bikes’ Trajectories

(2021TKDE) Route Recommendations for Intelligent Transportation Services

Trajectory Compression and Query Processing

(2020TKDE) Reference-Based Framework for Spatio-Temporal Trajectory Compression and Query Processing

(2021TKDE) TIPS: Mining Top-K Locations to Minimize User-Inconvenience for Trajectory-Aware Services

(2019VLDBJ) One-pass trajectory simplifification using the synchronous Euclidean distance

(2019ICDE) A Novel Representation and Compression for Queries on Trajectories in Road Networks

SURVEY

(VLDBJ2020) A survey of trajectory distance measures and performance evaluation

Trajectory Database

(2019ICDE) Vaite: a Visualization-Assisted Interactive Big Urban Trajectory Data Exploration System

(2019ICDE) Continuous Range Queries over Multi-Attribute Trajectories

(2020ICDE) TrajMesa: A Distributed NoSQL Storage Engine for Big Trajectory Data

(2021VLDBJ) Dragoon: a hybrid and effificient big trajectory management system for offlfline and online analytics