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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

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 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 Recognition (CER for short) refers to the activity of detecting patterns in streams of continuously arriving data. This field has been traditionally approached from a practical point of view, resulting in heterogeneous…

Databases · Computer Science 2017-12-05 Alejandro Grez , Cristian Riveros , Martin Ugarte , Stijn Vansummeren

Complex Event Processing (CEP) has emerged as the unifying field for technologies that require processing and correlating distributed data sources in real-time. CEP finds applications in diverse domains, which has resulted in a large number…

Databases · Computer Science 2018-08-31 Marco Bucchi , Alejandro Grez , Cristian Riveros , Martín Ugarte

Efficient matching of incoming events of data streams to persistent queries is fundamental to event stream processing systems. These applications require dealing with high volume and continuous data streams with fast processing time on…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-06-05 Fuyuan Xiao , Masayoshi Aritsugi

Complex event processing (CEP) is a prominent technology used in many modern applications for monitoring and tracking events of interest in massive data streams. CEP engines inspect real-time information flows and attempt to detect…

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

In search engines, query expansion (QE) is a crucial technique to improve search experience. Previous studies often rely on long-term search log mining, which leads to slow updates and is sub-optimal for time-sensitive news searches. In…

Information Retrieval · Computer Science 2023-05-31 Yanan Zhang , Weijie Cui , Yangfan Zhang , Xiaoling Bai , Zhe Zhang , Jin Ma , Xiang Chen , Tianhua Zhou

The Complex Event Recognition (CER) group is a research team, affiliated with the National Centre of Scientific Research "Demokritos" in Greece. The CER group works towards advanced and efficient methods for the recognition of complex…

Artificial Intelligence · Computer Science 2018-02-13 Elias Alevizos , Alexander Artikis , Nikos Katzouris , Evangelos Michelioudakis , Georgios Paliouras

Complex Event Recognition (CER) systems have become popular in the past two decades due to their ability to "instantly" detect patterns on real-time streams of events. However, there is a lack of methods for forecasting when a pattern might…

Databases · Computer Science 2021-09-02 Elias Alevizos , Alexander Artikis , Georgios Paliouras

Emerging applications in Internet of Things (IoT) and Cyber-Physical Systems (CPS) present novel challenges to Big Data platforms for performing online analytics. Ubiquitous sensors from IoT deployments are able to generate data streams at…

Databases · Computer Science 2019-05-10 Qunzhi Zhou , Yogesh Simmhan , Viktor Prasanna

Today, massive amounts of streaming data from smart devices need to be analyzed automatically to realize the Internet of Things. The Complex Event Processing (CEP) paradigm promises low-latency pattern detection on event streams. However,…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-06-27 Christian Mayer , Ruben Mayer , Majd Abdo

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

Training a model to detect patterns of interrelated events that form situations of interest can be a complex problem: such situations tend to be uncommon, and only sparse data is available. We propose a hybrid neuro-symbolic architecture…

We present a system for Complex Event Recognition (CER) based on automata. While multiple such systems have been described in the literature, they typically suffer from a lack of clear and denotational semantics, a limitation which often…

Formal Languages and Automata Theory · Computer Science 2024-07-04 Elias Alevizos , Alexander Artikis , Georgios Paliouras

Complex Event Recognition and Forecasting (CER/F) techniques attempt to detect, or even forecast ahead of time, event occurrences in streaming input using predefined event patterns. Such patterns are not always known in advance, or they…

Artificial Intelligence · Computer Science 2022-09-01 Nikos Katzouris , Georgios Paliouras

Complex Event Recognition (CER) systems detect event occurrences in streaming time-stamped input using predefined event patterns. Logic-based approaches are of special interest in CER, since, via Statistical Relational AI, they combine…

Artificial Intelligence · Computer Science 2021-04-02 Nikos Katzouris , Alexander Artikis , Georgios Paliouras

Many problems in Computer Science can be framed as the computation of queries over sequences, or "streams" of data units called events. The field of Complex Event Processing (CEP) relates to the techniques and tools developed to efficiently…

Databases · Computer Science 2017-02-28 Sylvain Hallé

Event processing will play an increasingly important role in constructing enterprise applications that can immediately react to business critical events. Various technologies have been proposed in recent years, such as event processing,…

Databases · Computer Science 2007-05-23 Roger S. Barga , Jonathan Goldstein , Mohamed Ali , Mingsheng Hong

Question answering over hybrid contexts is a complex task, which requires the combination of information extracted from unstructured texts and structured tables in various ways. Recently, In-Context Learning demonstrated significant…

Computation and Language · Computer Science 2023-10-23 Jonathan Tonglet , Manon Reusens , Philipp Borchert , Bart Baesens
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