Deep learning for trajectory data management and mining: A survey and beyond
Trajectory computing is a pivotal domain encompassing trajectory data management and
mining, garnering widespread attention due to its crucial role in various practical …
mining, garnering widespread attention due to its crucial role in various practical …
Towards Robust Trajectory Representations: Isolating Environmental Confounders with Causal Learning
Trajectory modeling refers to characterizing human movement behavior, serving as a pivotal
step in understanding mobility patterns. Nevertheless, existing studies typically ignore the …
step in understanding mobility patterns. Nevertheless, existing studies typically ignore the …
Deep Temporal Deaggregation: Large-Scale Spatio-Temporal Generative Models
Many of today's data is time-series data originating from various sources, such as sensors,
transaction systems, or production systems. Major challenges with such data include privacy …
transaction systems, or production systems. Major challenges with such data include privacy …
A Short Survey of Human Mobility Prediction in Epidemic Modeling from Transformers to LLMs
CN Mayemba, DJK Nkashama, JM Tshimula… - arXiv preprint arXiv …, 2024 - arxiv.org
This paper provides a comprehensive survey of recent advancements in leveraging
machine learning techniques, particularly Transformer models, for predicting human mobility …
machine learning techniques, particularly Transformer models, for predicting human mobility …
Spatiotemporal-Augmented Graph Neural Networks for Human Mobility Simulation
Human mobility patterns have shown significant applications in policy-decision scenarios
and economic behavior researches. The human mobility simulation task aims to generate …
and economic behavior researches. The human mobility simulation task aims to generate …
Geospatial Trajectory Generation via Efficient Abduction: Deployment for Independent Testing
The ability to generate artificial human movement patterns while meeting location and time
constraints is an important problem in the security community, particularly as it enables the …
constraints is an important problem in the security community, particularly as it enables the …