Presentations

Traffic flow, Presentation

Code

Ipython notebook to process Mcs data, Link

Papers

1. End of queue detection, under revision,  draft
2. 12 years of road traffic data, European Conference on Data Analysis 2018,  Link to conference site
3. Short-Term Traffic Prediction Using Long Short-Term Memory Neural Networks, IEEE International Congress on Big Data 2018, Zainab Abbas, Ahmad Al-Shishtawy, Sarunas Girdzijauskas, Vladimir Vlassov, Paper
4. Towards unifying stream processing over central and near-the-edge data centers, Sajjad HP, Danniswara K, Al-Shishtawy A, Vlassov V. SpanEdge, InEdge Computing (SEC), IEEE/ACM Symposium,  Oct 2016 (pp. 168-178), Paper

Masters theses

Thorri Sigurdsson, Thorsteinn, Road traffic congestion detection and tracking with Spark Streaming analytics, KTH, 2018, Thesis, Presentation.

Reginbald Ivarsson, Jón, Scalable System-Wide Traffic Flow Predictions Using Graph Partitioning and Recurrent Neural Networks, Thesis.

Cosar Ghandeharioon, An evaluation of deep neural network approaches for traffic speed prediction, Thesis.

Consuegra Rengifo, Nathan Adolfo, Detection and Classification of Anomalies in Road Traffic using Spark Streaming, Thesis.