Seminar "Anomaly Detection and Failure Prediction"

Monday 31 May 2021, 14:40 → 16:00 Europe/Moscow

Denis Derkach (National Research University Higher School of Economics (RU)), Mikhail Hushchyn (National Research University Higher School of Economics (RU))

Teams room

Weekly Seminar - Evgeny Burnaev-20210531_144330-Запись собрания.mp4

1 News

Speakers: Denis Derkach (National Research University Higher School of Economics (RU)), Mikhail Hushchyn (National Research University Higher School of Economics (RU))

2021-05-31-News.pdf

2 Anomaly Detection and Failure Prediction

A number of practical tasks in engineering, finance, and medicine can be formulated as a problem of imbalanced classification and a problem of anomaly detection, which we can solve it by describing the normal state of the object using, e.g., a one-class classification model. In the presentation, we provide a brief overview of models, methods, and new approaches to imbalanced classification and anomaly detection. Particular attention is paid to the practical use of predictive maintenance methods for various engineering systems: monitoring of the technical condition of a power unit, forecasting parameters of the roadway on basis of data from road weather stations, etc.

Speaker: Dr Evgeny Burnaev (The Skolkovo Institute of Science and Technology (Skoltech))

Burnaev_Anomaly_v2.pdf

Burnaev_Anomaly_v2.pptx