Konstantins Starovoitovs – Medium

Konstantins Starovoitovs

Konstantins Starovoitovs

Generative modelling of sea surface temperature with normalizing flows

In this post we look at the deep flow-based generative model of the evolution of ocean temperature, based on real data provided by Mercator…

Feb 13, 2023

Generative modelling of sea surface temperature with normalizing flows

Feb 13, 2023

Konstantins Starovoitovs

Domain adaptation with an adversarial algorithm for blood cell classification

Hematology is the study of blood, blood-forming tissues, and blood diseases, and accurate diagnosis is critical for the effective treatment…

Dec 24, 2022

Domain adaptation with an adversarial algorithm for blood cell classification

Dec 24, 2022

Konstantins Starovoitovs

Deep solver for FBSDE with jumps

In this article we elaborate on the deep solver we came up with the colleagues from HU Berlin for the solution of the stochastic control…

Nov 27, 2022

Deep solver for FBSDE with jumps

Nov 27, 2022

Konstantins Starovoitovs

Human action recognition with log-signatures

In this article we look at the signature-based algorithm for skeleton-based human action recognition implemented by our team of colleagues…

Nov 27, 2022

Human action recognition with log-signatures

Nov 27, 2022

Konstantins Starovoitovs

Deep order book prediction model

We build a deep model for prediction of market moves based on the recent order book history. The model is based on the DeepLOB paper and…

Nov 27, 2022

Deep order book prediction model

Nov 27, 2022

Konstantins Starovoitovs

Konstantins Starovoitovs

Research assistant at HU Berlin working in stochastic analysis. My interests include quantitative finance, market microstructure and machine learning.

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