26 citations · 34 across the 4 of their papers we have counts for
4 papers
Sequential Minimal Optimization Algorithm for One-Class Support Vector Machines With Privileged Information
Andrey Lange, Dmitry Smolyakov, Evgeny Burnaev
One of the powerful techniques in data modeling is accounting for features that are available at the training stage, but are not available when the trained model is used to classif…
Learning Ensembles of Anomaly Detectors on Synthetic Data
D. Smolyakov, N. Sviridenko, V. Ishimtsev +2
The main aim of this work is to develop and implement an automatic anomaly detection algorithm for meteorological time-series. To achieve this goal we develop an approach to constr…
Model Selection for Anomaly Detection
Evgeny Burnaev, Pavel Erofeev, Dmitry Smolyakov
Anomaly detection based on one-class classification algorithms is broadly used in many applied domains like image processing (e.g. detection of whether a patient is "cancerous" or…
One-Class SVM with Privileged Information and its Application to Malware Detection
Evgeny Burnaev, Dmitry Smolyakov
A number of important applied problems in engineering, finance and medicine can be formulated as a problem of anomaly detection. A classical approach to the problem is to describe…