Search Results for author: Stanislav Mazurenko

Found 4 papers, 2 papers with code

Revealing data leakage in protein interaction benchmarks

no code implementations16 Apr 2024 Anton Bushuiev, Roman Bushuiev, Jiri Sedlar, Tomas Pluskal, Jiri Damborsky, Stanislav Mazurenko, Josef Sivic

To overcome the data leakage, we recommend constructing data splits based on 3D structural similarity of protein-protein interfaces and suggest corresponding algorithms.

Benchmarking

Learning to design protein-protein interactions with enhanced generalization

2 code implementations27 Oct 2023 Anton Bushuiev, Roman Bushuiev, Petr Kouba, Anatolii Filkin, Marketa Gabrielova, Michal Gabriel, Jiri Sedlar, Tomas Pluskal, Jiri Damborsky, Stanislav Mazurenko, Josef Sivic

Discovering mutations enhancing protein-protein interactions (PPIs) is critical for advancing biomedical research and developing improved therapeutics.

Primal-dual proximal splitting and generalized conjugation in non-smooth non-convex optimization

1 code implementation9 Jan 2019 Christian Clason, Stanislav Mazurenko, Tuomo Valkonen

We demonstrate that difficult non-convex non-smooth optimization problems, such as Nash equilibrium problems and anisotropic as well as isotropic Potts segmentation model, can be written in terms of generalized conjugates of convex functionals.

Optimization and Control

Acceleration and global convergence of a first-order primal--dual method for nonconvex problems

no code implementations9 Feb 2018 Christian Clason, Stanislav Mazurenko, Tuomo Valkonen

The primal--dual hybrid gradient method (PDHGM, also known as the Chambolle--Pock method) has proved very successful for convex optimization problems involving linear operators arising in image processing and inverse problems.

Optimization and Control

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