12 citations · 23 across the 2 of their papers we have counts for
3 papers · 1 filter
Online Neural Networks for Change-Point Detection
Mikhail Hushchyn, Kenenbek Arzymatov, Denis Derkach
Moments when a time series changes its behavior are called change points. Occurrence of change point implies that the state of the system is altered and its timely detection might…
Performance Modeling of Data Storage Systems using Generative Models
Abdalaziz Rashid Al-Maeeni, Aziz Temirkhanov, Artem Ryzhikov +1
High-precision modeling of systems is one of the main areas of industrial data analysis. Models of systems, their digital twins, are used to predict their behavior under various co…
Global Optimisation of Black-Box Functions with Generative Models in the Wasserstein Space
Tigran Ramazyan, Mikhail Hushchyn, Denis Derkach
We propose a new uncertainty estimator for gradient-free optimisation of black-box simulators using deep generative surrogate models. Optimisation of these simulators is especially…