Name: Seminar "Anomaly Detection and Failure Prediction"
Start: 2021-05-31T14:40:00+03:00
End: 2021-05-31T16:00:00+03:00
Location: No location set

- 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