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Friday, April 17, 2020

My Presentation For ICPE/WOSP-C 2020 Virtual Conference is Scheduled - "Performance Anomaly and Change Point Detection for Large-Scale System Management"

Postmortem Update:
The workshop went very well. See my video presentation here: https://youtu.be/yjdgZrTyVLU
And abstract was published at ACM digital library

10:35 Tuesday, April 21st, from 9:00 to 11:00 MDT

Title: Performance Anomaly and Change Point Detection for Large-Scale System Management (invited presentation)

We begin by presenting a short overview of the classical Statistical Process Control based Anomaly Detection techniques and tools including Multivariate Adaptive Statistical Filtering,  Statistical Exception Detection System, Exception Value meta-metric based Change Point Detection, control chart, business driven massive prediction and methods of using them to manage large-scale systems (with real examples of applying that to large financial companies) such as on-prem servers fleet, or massive clouds. Then we will turn to the presentation of modern techniques of anomaly and normality detection, such as deep learning and entropy-based anomalous pattern detection (also successfully tested against a large amount of real performance data of a large bank). 

1 comment:

  1. Proceedings of the 2020 ACM/SPEC International Conference on Performance Engineering is https://dl.acm.org/doi/proceedings/10.1145/3358960. My abstract is there. Interesting, I found there other citations on my work. I will make a special post about them.