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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

Complex events (CEs) play a crucial role in CPS-IoT applications, enabling high-level decision-making in domains such as smart monitoring and autonomous systems. However, most existing models focus on short-span perception tasks, lacking…

Machine Learning · Computer Science 2025-04-29 Liying Han , Gaofeng Dong , Xiaomin Ouyang , Lance Kaplan , Federico Cerutti , Mani Srivastava

Hierarchical conjunctive queries (HCQ) are a subclass of conjunctive queries (CQ) with robust algorithmic properties. Among others, Berkholz, Keppeler, and Schweikardt have shown that HCQ is the subclass of CQ (without projection) that…

Databases · Computer Science 2024-08-06 Dante Pinto , Cristian Riveros

The Object-Centric Event Data (OCED) is a novel meta-model aimed at providing a common ground for process data records centered around events and objects. One of its objectives is to foster interoperability and process information exchange.…

Information Retrieval · Computer Science 2026-02-11 Saba Latif , Fajar J. Ekaputra , Maxim Vidgof , Sabrina Kirrane , Claudio Di Ciccio

Event cameras are bio-inspired vision sensors that mimic retinas to asynchronously report per-pixel intensity changes rather than outputting an actual intensity image at regular intervals. This new paradigm of image sensor offers…

Computer Vision and Pattern Recognition · Computer Science 2019-04-02 Yusuke Sekikawa , Kosuke Hara , Hideo Saito

Complex Event Processing (CEP) is one technique used to the handling data flows. It allows pre-establishing conditions through rules and firing events when certain patterns are found in the data flows. Because the rules for defining such…

Software Engineering · Computer Science 2017-08-18 Herbertt Diniz , Kiev Gama , Robson Fidalgo

Event commonsense reasoning requires the ability to reason about the relationship between events, as well as infer implicit context underlying that relationship. However, data scarcity makes it challenging for language models to learn to…

Computation and Language · Computer Science 2024-06-25 Tianqing Fang , Zeming Chen , Yangqiu Song , Antoine Bosselut

Distributed networks and real-time systems are becoming the most important components for the new computer age, the Internet of Things (IoT), with huge data streams or data sets generated from sensors and data generated from existing legacy…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-04-05 Adeyinka Akanbi

Complex events originate from other primitive events combined according to defined patterns and rules. Instead of using specialists' manual work to compose the model rules, we use machine learning (ML) to self-define these patterns and…

Machine Learning · Computer Science 2024-11-05 Maria J. P. Peixoto , Akramul Azim

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

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

Displaying near-real-time traffic information is a useful feature of digital navigation maps. However, most commercial providers rely on privacy-compromising measures such as deriving location information from cellphones to estimate…

Computer Vision and Pattern Recognition · Computer Science 2021-01-07 Piyush Yadav , Dipto Sarkar , Dhaval Salwala , Edward Curry

RFID technology is gaining adoption on an increasing scale for tracking and monitoring purposes. Wide deployments of RFID devices will soon generate an unprecedented volume of data. Emerging applications require the RFID data to be filtered…

Databases · Computer Science 2007-05-23 Daniel Gyllstrom , Eugene Wu , Hee-Jin Chae , Yanlei Diao , Patrick Stahlberg , Gordon Anderson

This paper presents the development and evaluation of a Large Language Model (LLM), also known as foundation models, based multi-agent system framework for complex event processing (CEP) with a focus on video query processing use cases. The…

Multiagent Systems · Computer Science 2025-01-06 Talha Zeeshan , Abhishek Kumar , Susanna Pirttikangas , Sasu Tarkoma

Complex Event Processing (CEP) systems have appeared in abundance during the last two decades. Their purpose is to detect in real-time interesting patterns upon a stream of events and to inform an analyst for the occurrence of such patterns…

Artificial Intelligence · Computer Science 2019-01-08 Elias Alevizos , Alexander Artikis , Georgios Paliouras

In complex event processing (CEP), load shedding is performed to maintain a given latency bound during overload situations when there is a limitation on resources. However, shedding load implies degradation in the quality of results (QoR).…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-06-29 Ahmad Slo , Sukanya Bhowmik , Kurt Rothermel

We are living in the era of Big Data and witnessing the explosion of data. Given that the limitation of CPU and I/O in a single computer, the mainstream approach to scalability is to distribute computations among a large number of…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-07-27 Bingbing Rao , Liqiang Wang

Modern technologies such as the Internet of Things (IoT) are becoming increasingly important in various domains, including Business Process Management (BPM) research. One main research area in BPM is process mining, which can be used to…

Databases · Computer Science 2022-09-08 Lukas Malburg , Joscha Grüger , Ralph Bergmann

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

Large-scale cloud systems play a pivotal role in modern IT infrastructure. However, incidents occurring within these systems can lead to service disruptions and adversely affect user experience. To swiftly resolve such incidents, on-call…

Software Engineering · Computer Science 2023-12-20 Yuxuan Jiang , Chaoyun Zhang , Shilin He , Zhihao Yang , Minghua Ma , Si Qin , Yu Kang , Yingnong Dang , Saravan Rajmohan , Qingwei Lin , Dongmei Zhang