TY - GEN
T1 - Grand challenge
T2 - 12th ACM International Conference on Distributed and Event-Based Systems, DEBS 2018
AU - Bachar, Moti
AU - Elimelech, Gal
AU - Gat, Itai
AU - Sobol, Gil
AU - Rivetti, Nicolo
AU - Gal, Avigdor
N1 - Publisher Copyright:
© 2018 Copyright held by the owner/author(s).
PY - 2018/6/25
Y1 - 2018/6/25
N2 - The ACM DEBS 2018 Grand Challenge focuses on (soft) real-time prediction of both the destination port and the time of arrival of vessels, monitored through the Automated Identification System (AIS). Venilia prediction mechanism is based on a variety of machine learning techniques, including Markov predictive models. To improve the accuracy of a model, trained off-line on historical data, Venilia supports also on-line continuous training using an incoming event stream. The software architecture enables a low latency, highly parallelized, and load balanced prediction pipeline. Aiming at a portable and reusable solution, Venilia is implemented on top of the Akka Actor framework. Finally, Venilia is also equipped with a visualization tool for data exploration.
AB - The ACM DEBS 2018 Grand Challenge focuses on (soft) real-time prediction of both the destination port and the time of arrival of vessels, monitored through the Automated Identification System (AIS). Venilia prediction mechanism is based on a variety of machine learning techniques, including Markov predictive models. To improve the accuracy of a model, trained off-line on historical data, Venilia supports also on-line continuous training using an incoming event stream. The software architecture enables a low latency, highly parallelized, and load balanced prediction pipeline. Aiming at a portable and reusable solution, Venilia is implemented on top of the Akka Actor framework. Finally, Venilia is also equipped with a visualization tool for data exploration.
KW - AIS
KW - Complex Event Processing
KW - Probabilistic Prediction
UR - http://www.scopus.com/inward/record.url?scp=85050519527&partnerID=8YFLogxK
U2 - 10.1145/3210284.3220505
DO - 10.1145/3210284.3220505
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AN - SCOPUS:85050519527
T3 - DEBS 2018 - Proceedings of the 12th ACM International Conference on Distributed and Event-Based Systems
SP - 209
EP - 212
BT - DEBS 2018 - Proceedings of the 12th ACM International Conference on Distributed and Event-Based Systems
Y2 - 25 June 2018 through 26 June 2018
ER -