Visual cascade analytics of large-scale spatiotemporal data

Z Deng, D Weng, Y Liang, J Bao… - … on Visualization and …, 2021 - ieeexplore.ieee.org
… This section presents the mining framework for inferring cascading patterns in general … This
method is designed to infer traffic congestion cascading patterns and comprised of two major …

Data-driven detection of anomalies and cascading failures in traffic networks

S Basak, A Ayman, A Laszka, A Dubey… - Annual Conference of the …, 2019 - par.nsf.gov
… to study the cascading patterns of traffic propagation through … In this paper, other than
analyzing the cascading effect of trafficInferring traffic cascading patterns. In Proceedings of the …

Early Detection of Driving Maneuvers for Proactive Congestion Prevention

D Das, S Bhattacharjee, S Chakraborty… - 2024 IEEE …, 2024 - ieeexplore.ieee.org
… the traffic cascading patterninfer a significant change (increase) ϵ in the traffic density
in ∆t time interval. At that point, the collected IMU and GPS data are fed into our system to infer

Spatiotemporal data mining: A Survey

A Sharma, Z Jiang, S Shekhar - arXiv preprint arXiv:2206.12753, 2022 - arxiv.org
… ordered cascading pattern. In addition, there is the spatiotemporal tele-coupling pattern, …
Recent work proposed a data-driven approach for inferring traffic cascading patterns over a …

Modelling the cascading effects of train delay patterns and inter-train control actions with Bayesian networks

X Ge, C Jiang, Y Qin, P Huang - International Journal of Rail …, 2023 - Taylor & Francis
… the suggestion of BN models for inferring the relationships between train delay changes
and control actions. Two BN models for estimating the cascading effects of train delay changes …

Data4urbanmobility: Towards holistic data analytics for mobility applications in urban regions

N Tempelmeier, Y Rietz, I Lishchuk, T Kruegel… - … Proceedings of The …, 2019 - dl.acm.org
infercascading patterns on congested roads. They propose a generative probabilistic
model that maximises the likelihood of a cascade to be present with respect to the observed traffic

Peek-a-boo: I see your smart home activities, even encrypted!

A Acar, H Fereidooni, T Abera, AK Sikder… - Proceedings of the 13th …, 2020 - dl.acm.org
traffic of smart home devices. Particularly, we show that an attacker who can sniff the network
traffic of the devices can easily infer some … revealed by network traffic patterns, for instance, …

Koopman operator applications in signalized traffic systems

E Ling, L Zheng, LJ Ratliff… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
… method to infer traffic signal control parameters such as phase timing directly from traffic flow
… flow, a good forecasting model also provides insight into traffic patterns. Understanding the …

Spatiotemporal data mining

A Sharma, Z Jiang, S Shekhar - … of Spatial Analysis in the Social …, 2022 - elgaronline.com
… ordered cascading pattern. In addition, there is the spatiotemporal telecoupling pattern, …
Recent work proposed a data-driven approach for inferring traffic cascading patterns over a …

[PDF][PDF] Visual Analysis of Multivariate Urban Traffic Data Resorting to Local Principal Curves.

C Silva, PM d'Orey, A Aguiar - MLVis@ EuroVis, 2019 - diglib.eg.org
… ] to infer traffic patterns in … traffic patterns in urban areas, 2) detection of correlations between
different road segments and 3) quantification of the impact of externalities on traffic patterns. …