Paper by Red Hat’s Ilya Kolchinsky accepted to ACM SIGMOD ‘22

Jun 13, 2022 | Israel, News

A new research paper by Red Hat associate Ilya Kolchinsky has recently been accepted to ACM SIGMOD ‘22, a leading international conference in the field of large-scale data management systems and databases. Running annually since 1975 with a highly selective paper acceptance rate of 17%, SIGMOD is a top-tier forum for database researchers and developers to explore the latest state-of-the-art advances and results in the area.

The paper, titled “DLACEP: A Deep-Learning Based Framework for Approximate Complex Event Processing”, is co-authored by Prof. Assaf Schuster, one of the leading academic partners of Red Hat Research, as well as Adar Amir, a graduate student supervised by Assaf and Ilya. It presents a major breakthrough in the area of efficient real-time processing of massive live data streams. For the paper, Adar, Ilya, and Assaf studied the ways to incorporate modern deep-learning methodologies into the online stream pattern detection process (also known as complex event processing, or CEP) to achieve performance boosts of multiple orders of magnitude. By utilizing the approaches proposed in the paper, systems performing computation-heavy on-the-fly stream processing and analysis could dramatically improve throughput and latency while at the same time reducing peak memory consumption. As the first work to consider the fusion of deep learning and CEP, this paper paved the way for future research in this highly innovative field.

The paper will be presented at the SIGMOD conference, which will be held June 12-17 in Philadelphia, PA, USA, and will appear in the official proceedings.The novel ideas discussed in the paper could be implemented in a future version of OpenCEP— an advanced open source complex event processing framework with cutting-edge pattern detection capabilities. This project, jointly led by Ilya and Assaf, is in the concluding stages of development and will be available for use in the coming months.

Related Stories

Red Hat Collaboratory at Boston University announces Request for Proposals for 2024 Grants

Red Hat Collaboratory at Boston University announces Request for Proposals for 2024 Grants

The Red Hat Collaboratory at Boston University has announced details on the Request for Proposals (RFP) for 2024 Grants. The goal of the program is to enable collaborative research between Boston University researchers and Red Hat engineers. Projects must be open source and should generally focus on problems of distributed, operating, security, or network systems whose solution shows promise for advancing their field and impacting industry.

Watch recordings of the Mass Open Cloud Alliance Workshop

Watch recordings of the Mass Open Cloud Alliance Workshop

Over 30 Red Hatters attend the 2023 Mass Open Cloud (MOC) Alliance Workshop on March 20 - 21, 2023, at Boston University.  Recordings of each day of the event are available (see below with the schedule - currently unedited), and we will announce in the coming...

EU-funded cybersecurity consortium kicks off in Brno, Czech Republic

EU-funded cybersecurity consortium kicks off in Brno, Czech Republic

Authors Jaroslav Řezník, Principal Program Manager—Technical at Red HatViktor Malík, Senior Software Engineer at Red Hat Cybersecurity has become a critical focus of research in today's interconnected world, especially with the rise of cyberattacks posing a threat to...

Meet the new 2023 Red Hat Collaboratory Research Incubation Award Recipients

Meet the new 2023 Red Hat Collaboratory Research Incubation Award Recipients

We are pleased to announce the recipients of the 2023 Red Hat Collaboratory Research Incubation Awards. The awards are part of a joint effort between Red Hat and Boston University (BU) aimed at recognizing, supporting and funding research in cloud computing, and to advance the state of the art in open source technologies such as distributed systems, security, operating systems, and networking.

OpenShift on elastic secure bare metal infrastructure

OpenShift on elastic secure bare metal infrastructure

The Red Hat Research team supports several cloud environments, such as MOC Alliance and CloudLab. We realized there is a need to increase the productivity of bare metal machines in these environments and to promote leasing unused infrastructure to trusted partners....