[HTML][HTML] New classification method for independent data sources using Pawlak conflict model and decision trees
M Przybyła-Kasperek, K Kusztal - Entropy, 2022 - mdpi.com
The research concerns data collected in independent sets—more specifically, in local
decision tables. A possible approach to managing these data is to build local classifiers …
decision tables. A possible approach to managing these data is to build local classifiers …
DAS: A DRL-Based Scheme for Workload Allocation and Worker Selection in Distributed Coded Machine Learning
Machine Learning (ML) has been widely applied to successfully address a variety of
different problems across diverse domains, such as robotics, healthcare, and finance …
different problems across diverse domains, such as robotics, healthcare, and finance …
Wireless Distributed Matrix-Vector Multiplication using Over-the-Air Computation and Analog Coding
J Choi - IEEE Transactions on Wireless Communications, 2024 - ieeexplore.ieee.org
In this paper, we propose an over-the-air (OTA)-based approach for distributed matrix-vector
multiplications in the context of distributed machine learning (DML). Thanks to OTA …
multiplications in the context of distributed machine learning (DML). Thanks to OTA …
Information Theoretic Methods for Future Communication Systems
It is anticipated that future communication systems will involve the use of new technologies,
requiring high-speed computations using large amounts of data, in order to take advantage …
requiring high-speed computations using large amounts of data, in order to take advantage …