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Supporting Real-time Analytics over Big Streaming Data
------------------------------------------------------------------------ CSE Distinguished Seminar ------------------------------------------------------------------------ Speaker: Professor Minos Garofalakis Director of the Information Management Systems Institute (IMSI) ATHENA Research Center Professor School of Electrical and Computer Engineering The Technical University of Crete Title: "Supporting Real-time Analytics over Big Streaming Data" Date: Wednesday; 7 February 2024 Time: 11:00am - 12 noon Venue: Lecture Theater G (Chow Tak Sin Lecture Theater), near lift 25/26 HKUST Abstract: Massive continuous data streams arise naturally in several dynamic big data analytics applications, such as enabling observability for complex distributed systems, network-operations monitoring in large ISPs, or incremental federated learning over dynamic distributed data. In such settings, usage information from numerous devices needs to be continuously collected and analyzed for interesting trends and real-time reaction to different conditions (e.g., anomalies/hotspots, DDoS attacks, or concept drifts). The massive, distributed nature of these data streams raises important memory-, time-, and communication-efficiency issues, making it critical to carefully optimize the use of available computation and communication resources. In this talk, I will provide an overview of centralized and distributed data streaming models and some of the key algorithmic tools in the space of streaming data analytics, along with relevant applications and directions for future research. ************** Biography: Minos Garofalakis is the Director of the Information Management Systems Institute (IMSI) at the ATHENA Research Center and a Professor at the School of ECE at the Technical University of Crete. He also works as a senior research consultant for Huawei's Edinburgh Research Center (ERC), and is the co-founder of Agora Labs, a startup company bringing state-of-the-art data privacy technologies to the healthcare domain. Minos received the MSc and PhD degrees from the University of Wisconsin-Madison in 1994 and 1998, respectively, and previously held senior/principal researcher positions at Bell Labs, Lucent Technologies (1998-2005), Intel Research Berkeley (2005-2007), and Yahoo! Research (2007-2008); in parallel, he held an Adjunct Associate Professor position at the EECS Department of UC Berkeley (2006-2008). Minos's research interests lie in the broad area of Big Data Analytics. He has published over 170 papers and has delivered several invited talks and tutorials in major international events. His work has resulted in 36 US Patent filings (29 patents issued) for companies such as Lucent, Yahoo!, and AT&T. Google Scholar gives over 16,000 citations to his work, and an h-index value of 69. He is an ACM and IEEE Fellow, a Member of the Academia Europaea, and a recipient of the TUC "Excellence in Research" Award (2015) and the Bell Labs President's Gold Award (2004).