Matrix tri-factorization over the tropical semiring

A Omanović, P Oblak, T Curk - IEEE access, 2023 - ieeexplore.ieee.org
Tropical semiring has proven successful in several research areas, including optimal
control, bioinformatics, discrete event systems, and decision problems. Previous studies …

FastSTMF: Efficient tropical matrix factorization algorithm for sparse data

A Omanović, P Oblak, T Curk - arxiv preprint arxiv:2205.06619, 2022 - arxiv.org
Matrix factorization, one of the most popular methods in machine learning, has recently
benefited from introducing non-linearity in prediction tasks using tropical semiring. The non …

Matrix Factorization in Tropical and Mixed Tropical-Linear Algebras

I Kordonis, E Theodosis, G Retsinas… - ICASSP 2024-2024 …, 2024 - ieeexplore.ieee.org
Matrix Factorization (MF) has found numerous applications in Machine Learning and Data
Mining, including collaborative filtering recommendation systems, dimensionality reduction …

HPC acceleration of large (min,+) matrix products to compute domination-type parameters in graphs

EM Garzón, JA Martínez, JJ Moreno… - The Journal of …, 2022 - Springer
The computation of the domination-type parameters is a challenging problem in Cartesian
product graphs. We present an algorithmic method to compute the 2-domination number of …

The 2-domination number of cylindrical graphs

JA Martínez, AB Castaño-Fernández… - … and Applied Mathematics, 2022 - Springer
A vertex subset S of a graph G is said to 2-dominate the graph if each vertex not in S has at
least two neighbors in it. As usual, the associated parameter is the minimum cardinal of a 2 …

[PDF][PDF] Semiring primitives for sparse neighborhood methods on the gpu

CJ Nolet, D Gala, E Raff, J Eaton, B Rees… - arxiv preprint arxiv …, 2021 - academia.edu
High-performance primitives for mathematical operations on sparse vectors must deal with
the challenges of skewed degree distributions and limits on memory consumption that are …

Research on a Deep Hopfield Neural Network for Class Prediction of Breast Cancer Gene Data

R Gui, J Li, X Ji, H Zhu, W Wu - 2021 Photonics & …, 2021 - ieeexplore.ieee.org
Cancer has always been an unresolved problem in the medical field. Until now, researchers
have proposed a variety of methods for unsupervised classification of gene subtypes to …

HPC acceleration of large (min,+) matrix products to compute domination-type parameters in graphs

GE Martín Garzón, JA Martínez García… - 2022 - repositorio.ual.es
The computation of the domination-type parameters is a challenging problem in Cartesian
product graphs. We present an algorithmic method to compute the 2-domination number of …

The 2-domination number of cylindrical graphs

JA Martínez García, AB Castaño Fernández… - 2022 - repositorio.ual.es
A vertex subset S of a graph G is said to 2-dominate the graph if each vertex not in S has at
least two neighbors in it. As usual, the associ ated parameter is the minimum cardinal of a 2 …