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Complex Event Processing (CEP) is a powerful paradigm for scalable data management that is employed in many real-world scenarios such as detecting credit card fraud in banks. The so-called complex events are expressed using a specification…

Networking and Internet Architecture · Computer Science 2021-07-09 Manisha Luthra , Sebastian Hennig , Kamran Razavi , Lin Wang , Boris Koldehofe

Detecting complex patterns in large volumes of event logs has diverse applications in various domains, such as business processes and fraud detection. Existing systems like ELK are commonly used to tackle this challenge, but their…

Databases · Computer Science 2024-01-19 Ioannis Mavroudopoulos , Anastasios Gounaris

Information-centric Networking (ICN) is an emerging Internet architecture that offers promising features, such as in-network caching and named data addressing, to support the edge computing paradigm, in particular Internet-of-Things (IoT)…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-12-15 Manisha Luthra , Johannes Pfannmüller , Boris Koldehofe , Jonas Höchst , Artur Sterz , Rhaban Hark , Bernd Freisleben

Emerging network architectures like Information-centric Networking (ICN) offer simplicity in the data plane by addressing named data. Such flexibility opens up the possibility to move data processing inside network elements for…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-12-15 Manisha Luthra , Boris Koldehofe , Jonas Höchst , Patrick Lampe , Ali Haider Rizvi , Ralf Kundel , Bernd Freisleben

Complex Event Recognition (CER) systems are used to identify complex patterns in event streams, such as those found in stock markets, sensor networks, and other similar applications. An important task in such patterns is aggregation, which…

Databases · Computer Science 2026-01-06 Pierre Bourhis , Cristian Riveros , Amaranta Salas

Complex event processing systems process the input event streams on-the-fly. Since input event rate could overshoot the system's capabilities and results in violating a defined latency bound, load shedding is used to drop a portion of the…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-02-17 Ahmad Slo , Sukanya Bhowmik , Kurt Rothermel

Video data is highly expressive and has traditionally been very difficult for a machine to interpret. Querying event patterns from video streams is challenging due to its unstructured representation. Middleware systems such as Complex Event…

Computer Vision and Pattern Recognition · Computer Science 2020-07-16 Piyush Yadav , Edward Curry

Complex Event Recognition (CER) systems are a prominent technology for finding user-defined query patterns over large data streams in real time. CER query evaluation is known to be computationally challenging, since it requires maintaining…

Databases · Computer Science 2022-05-30 Marco Bucchi , Alejandro Grez , Andrés Quintana , Cristian Riveros , Stijn Vansummeren

Complex event processing (CEP) systems continuously evaluate large workloads of pattern queries under tight time constraints. Event trend aggregation queries with Kleene patterns are commonly used to retrieve summarized insights about the…

Databases · Computer Science 2021-03-04 Olga Poppe , Chuan Lei , Lei Ma , Allison Rozet , Elke A. Rundensteiner

Distributed Complex Event Processing (DCEP) is a paradigm to infer the occurrence of complex situations in the surrounding world from basic events like sensor readings. In doing so, DCEP operators detect event patterns on their incoming…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-09-07 Ruben Mayer , Ahmad Slo , Muhammad Adnan Tariq , Kurt Rothermel , Manuel Gräber , Umakishore Ramachandran

We define EVL, a minimal higher-order functional language to deal with generic events. The notion of generic event extends the well-known notion of event traditionally used in a variety of areas, such as database management, concurrency,…

Logic in Computer Science · Computer Science 2021-11-01 Sandra Alves , Maribel Fernández , Miguel Ramos

In distributed Complex Event Processing (CEP) applications with high load but limited resources, bottleneck operators in the operator graph can significantly slow down processing of event streams, thus compelling the need to shed load. A…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-10-02 Henriette Röger , Sukanya Bhowmik , Kurt Rothermel

This work studies Complex Event Recognition (CER) under time constraints regarding its query language, computational models, and streaming evaluation algorithms. We start by introducing an extension of Complex Event Logic (CEL), called…

Databases · Computer Science 2025-04-02 Julián García , Cristian Riveros

Demand-side load reduction is a key benefit of Smart Grids. However, existing demand response optimization (DR) programs fail to effectively leverage the near-realtime information available from smart meters and Building Area Networks to…

Distributed, Parallel, and Cluster Computing · Computer Science 2013-11-26 Qunzhi Zhou , Yogesh Simmhan , Viktor Prasanna

Complex event processing (CEP) is widely employed to detect occurrences of predefined combinations (patterns) of events in massive data streams. As new events are accepted, they are matched using some type of evaluation structure, commonly…

Databases · Computer Science 2018-05-01 Ilya Kolchinsky , Assaf Schuster

Changes in workflow relevant data of business processes at run-time can hinder their completion or impact their profitability as they have been instantiated under different circumstances. The purpose of this paper is to propose a context…

Software Engineering · Computer Science 2025-09-22 Christian Janiesch , Jörn Kuhlenkamp

Process Execution Engines are a vital part of Business Process Management (BPM) and Manufacturing Orchestration Management (MOM), as they allow the business or manufacturing logic (expressed in a graphical notation such as BPMN) to be…

Other Computer Science · Computer Science 2022-09-20 Juergen Mangler , Stefanie Rinderle-Ma

The exponential expansion of real-time data streams across multiple domains needs the development of effective event detection, correlation, and decision-making systems. However, classic Complex Event Processing (CEP) systems struggle with…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-03-28 Ritesh Chandra , Sonali Agarwal , Shashi Shekhar Kumar , Navjot Singh

Generative, pre-trained transformers (GPTs, a.k.a. "Foundation Models") have reshaped natural language processing (NLP) through their versatility in diverse downstream tasks. However, their potential extends far beyond NLP. This paper…

Machine Learning · Computer Science 2023-06-22 Matthew B. A. McDermott , Bret Nestor , Peniel Argaw , Isaac Kohane

Event-stream representation is the first step for many computer vision tasks using event cameras. It converts the asynchronous event-streams into a formatted structure so that conventional machine learning models can be applied easily.…

Computer Vision and Pattern Recognition · Computer Science 2024-12-11 Qiang Qu , Xiaoming Chen , Yuk Ying Chung , Yiran Shen