233 citations · 1.1k across the 115 of their papers we have counts for
10 papers · 1 filter
Forecasting of commercial sales with large scale Gaussian Processes
Rodrigo Rivera, Evgeny Burnaev
This paper argues that there has not been enough discussion in the field of applications of Gaussian Process for the fast moving consumer goods industry. Yet, this technique can be…
Large Scale Variable Fidelity Surrogate Modeling
Evgeny Burnaev, Alexey Zaytsev
Engineers widely use Gaussian process regression framework to construct surrogate models aimed to replace computationally expensive physical models while exploring design space. Th…
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…
Influence of Resampling on Accuracy of Imbalanced Classification
Evgeny Burnaev, Pavel Erofeev, Artem Papanov
In many real-world binary classification tasks (e.g. detection of certain objects from images), an available dataset is imbalanced, i.e., it has much less representatives of a one…
Machine Learning in Appearance-based Robot Self-localization
Alexander Kuleshov, Alexander Bernstein, Evgeny Burnaev +1
An appearance-based robot self-localization problem is considered in the machine learning framework. The appearance space is composed of all possible images, which can be captured…
Inductive Conformal Martingales for Change-Point Detection
Denis Volkhonskiy, Ilia Nouretdinov, Alexander Gammerman +2
We consider the problem of quickest change-point detection in data streams. Classical change-point detection procedures, such as CUSUM, Shiryaev-Roberts and Posterior Probability s…