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Scalable systems for continuous processing of data streams

Date: Thursday, February 28, 2019 09:00 - 10:00
Speaker: Vasiliki Kalavri (ETH Zurich)
Location: Mondi Seminar Room 2, Central Building
Series: Mathematics and CS Seminar
Host: Dan Alistarh

Abstract:

While the early wave of big data technologies focused largely on accommodating the scale and complexity of available information, emerging data-driven applications additionally require low-latency and continuously updated results. Stream processing renounces the traditional view of static data inputs and instead advocates for long-running analysis of possibly unbounded event streams.In this talk, I discuss fundamental research challenges in building next-generation streaming systems capable of automatic re-configuration without downtime. I will share recent work on an automatic scaling controller which makes fast and accurate scaling decisions via lightweight runtime instrumentation and a comprehensive dataflow performance model. I will conclude with open problems and future directions in automatic, long-running operation of streaming computations and large-scale continuous data analytics in general.
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