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List of projects, NLA 2020

Team Students Project title Presentation & source code
1 Denis Kuznedelev, Daria Chaplygina, Dmitry Biba, Leonid Kulikov, Ghaith Mqawass Optimal transport problem Presentation, source code
2 Nikolay Patakin, Assel Yermekova, Varvara Shushkova, Ildar Gabdrakhmanov, Yaroslav Pudyakov Analysis of SVD Deep Neural Network parametrization Presentation, source code
3 Andreea Dogaru, Timotei Ardelean, Alsu Vakhitova Fast Matrix Normalization for bilinear pooling using Rank-1 Update Presentation, source code
4 Mark Zakharov, Ilya Dubovitskii, Elmira Volkova, Anton Dmitriev Comparison of Performer, Linformer and vanilla transformer in terms of memory consumption, inference speed and quality Presentation, source code
5 Evgeny Lagutin, Pavel Burnyshev, Daniil Moskovsky, Valentin Samokhin NetGAN without GAN: from random walks to low-rank approximations Presentation, source code
6 Artem Vazhentsev, Artur Bulanbaev, Lev Kosolapov, Dmitry Galkin, Alexey Voskoboinikov Neural Tensor Networks for image classification Presentation, source code
7 Dmitry Voloskov, Gabriel Rozzonelli, Marsel Ishimbaev, Maxim Stupin Randomized model order reduction Presentation, source code
8 Anna Klyueva, Ilya Nachinkin, Matvey Morozov Compression of Deep Convolutional Neural Nerworks for Fast and Low Power Mobile Applications Presentation, source code
9 Emmanuel Akeweje, Yatipa Chaleenutthawut, Mohammed Deifallah, Nikita Koritskiy, Suparat Srifa SVD-based methods for image quality assessment Presentation, source code
10 Daria Ustinova, Anastasiia Smeshko, Evgeny Avdotin Compressed sensing decoder Presentation, source code
11 Valerii Baianov, Dmitrii Leshchev, Gleb Mezentsev Nonnegative matrix factorization for link prediction in directed complex networks using PageRank and asymmetric link clustering information Presentation, source code
12 Ekaterina Kuzmina, Dmitrii Krukov, Dmitrii Gromyko, Ilya Barskiy Fast Deterministic CUR Matrix Decomposition Presentation, source code
13 Yana Khassan, Vladimir Omelyusik, Yuliya Tukmacheva DNC and FNC Methods for Spectral Clustering Presentation, source code
14 Elizaveta Kovtun, Olesya Kuznetsova, Dmitrii Korzh What if Neural Networks had SVDs? Presentation, source code
15 Maxim Brazhnikov, Maxim Kuznetsov, Oleg Desheulin, Denis Rakitin, Anita Soloveva Voice Gender Detection using Tensor Power Method Presentation, source code
16 Julia Moroz, Olga Goldobina, Alexander Telepov, Maksim Pankratov Watermarking colored image using SVD Presentation, source code
17 Grigory Yaremenko, Iskander Akmanov, Kundyz Onlabek, Nina Aleskerova Fast Pseudoinverse Method for Sparse Feature Matrices Presentation, source code
18 Elvira Plumite, Nina Konovalova, Ekaterina Radionova, Albina Klepach Principal component analysis as a game with Nash Equilibrium Presentation, source code
19 Dmitriy Derbyshev, Georgiy Kozhevnikov AA-ICP: Iterative Closest Point with Anderson Acceleration Presentation, source code
20 Alexander Kagan, Nadezhda Alsahanova, Pavel Andreev, Petr Mokrov, Sofya Ivolgina Matrix exponential for machine learning Presentation, source code
21 Elizaveta Lysova, Ekaterina Orlova, Mikhail Zybin Spectral Graph Layout Presentation, source code
22 Daniil Cherniavskii, Vanessa Skliarova, Aleksei Panchenko, Saveliy Galochkin Active Subspace of Neural Networks: Structural Analysis Presentation, source code
23 Aider Fazilov, Denis Logashov, Andrei Smirnov Comparison of effectiveness of different precoder approaches Presentation, source code
24 Vitaly Ugnivenko, Liliya Lemikhova, Mikhail Kuimov, Nikita Kubrakov Methods of Images Contrast Enhancement Presentation, source code
25 Nikolay Goncharov, Denis Rollov, Svetlana Gabdullina Factorization in recommender systems Presentation, source code
26 Maxim Komatovskiy, Nazerke Sandibay, Anastasia Sozykina Tensor/Matrix factorization for Reinforcement Learning Presentation, source code
27 Anton Antonov, Nicholas Babaev Fast and Accurate Pseudoinverse with Sparse Matrix Reordering and Incremental Approach Presentation, source code
28 Shakir Sofi, Razan Dibo Model Order Reduction of electrical circuits Presentation, source code
29 Maria Donskova, Alexander Nevarko, Alexey Shevtsov, Konstantin Soshin Cassini Ovals and Their Applications Presentation, source code