Machine learning for streaming data: state of the art, challenges, and opportunities

HM Gomes, J Read, A Bifet, JP Barddal… - ACM SIGKDD …, 2019 - dl.acm.org
Incremental learning, online learning, and data stream learning are terms commonly
associated with learning algorithms that update their models given a continuous influx of …

[HTML][HTML] Event processing in supply chain management–The status quo and research outlook

I Konovalenko, A Ludwig - Computers in Industry, 2019 - Elsevier
Increasing supply chain complexity poses new challenges to managers. On the other hand,
evolving information and communication technology offers ample opportunity for more …

Efficient pattern matching over event streams

J Agrawal, Y Diao, D Gyllstrom… - Proceedings of the 2008 …, 2008 - dl.acm.org
Pattern matching over event streams is increasingly being employed in many areas
including financial services, RFIDbased inventory management, click stream analysis, and …

Distributed event stream processing with non-deterministic finite automata

L Brenna, J Gehrke, M Hong, D Johansen - Proceedings of the Third …, 2009 - dl.acm.org
Efficient matching of incoming events to persistent queries is fundamental to event pattern
matching, complex event processing, and publish/subscribe systems. Recent processing …

Recovery-conscious adaptive watermark generation for time-order event stream processing

T Onishi, J Michaelis… - 2020 IEEE/ACM Fifth …, 2020 - ieeexplore.ieee.org
Achieving low latency in time-order real-time event stream processing of data produced by a
large number of IoT devices is difficult due to the buffering time required for sorting event …

Process mining over unordered event streams

A Awad, M Weidlich, S Sakr - 2020 2nd International …, 2020 - ieeexplore.ieee.org
Process mining is no longer limited to the one-off analysis of static event logs extracted from
a single enterprise system. Rather, process mining may strive for immediate insights based …

Speculative out-of-order event processing with software transaction memory

A Brito, C Fetzer, H Sturzrehm, P Felber - Proceedings of the second …, 2008 - dl.acm.org
In event stream applications, events flow through a network of components that perform
various types of operations, eg, filtering, aggregation, transformation. When the operation …

Apparatus, method and computer program for processing out-of-order events

C Mutschler - US Patent 9,678,811, 2017 - Google Patents
Embodiments relate to a concept for ordering events of an event stream, comprising out-of-
order events, for an event detector, wherein the events have associated thereto individual …

Distributed low-latency out-of-order event processing for high data rate sensor streams

C Mutschler, M Philippsen - 2013 IEEE 27th International …, 2013 - ieeexplore.ieee.org
Event-based Systems (EBS) are used to detect and analyze meaningful events in
surveillance, sports, finances and many other areas. With rising data and event rates and …

What can we monitor over unreliable channels?

S Kauffman, K Havelund, S Fischmeister - International Journal on …, 2021 - Springer
This article addresses the question of what properties can be monitored over an unreliable
communication channel. We model unreliable communications as mutations to finite traces …