32 citations · 115 across the 29 of their papers we have counts for
10 papers · 1 filter
Eficiency of REST and gRPC realizing communication tasks in microservice-based ecosystems
Marek Bolanowski, Kamil Żak, Andrzej Paszkiewicz +5
The aim of this contribution is to analyse practical aspects of the use of REST APIs and gRPC to realize communication tasks in applications in microservice-based ecosystems. On th…
Introducing Federated Learning into Internet of Things ecosystems -- preliminary considerations
Karolina Bogacka, Katarzyna Wasielewska-Michniewska, Marcin Paprzycki +4
Federated learning (FL) was proposed to facilitate the training of models in a distributed environment. It supports the protection of (local) data privacy and uses local resources…
Efficient RDF Streaming for the Edge-Cloud Continuum
Piotr Sowinski, Katarzyna Wasielewska-Michniewska, Maria Ganzha +3
With the ongoing, gradual shift of large-scale distributed systems towards the edge-cloud continuum, the need arises for software solutions that are universal, scalable, practical,…
StatMix: Data augmentation method that relies on image statistics in federated learning
Dominik Lewy, Jacek Mańdziuk, Maria Ganzha +1
Availability of large amount of annotated data is one of the pillars of deep learning success. Although numerous big datasets have been made available for research, this is often n…
Using adversarial images to improve outcomes of federated learning for non-IID data
Anastasiya Danilenka, Maria Ganzha, Marcin Paprzycki +1
One of the important problems in federated learning is how to deal with unbalanced data. This contribution introduces a novel technique designed to deal with label skewed non-IID d…
Ontology Reuse: the Real Test of Ontological Design
Piotr Sowinski, Katarzyna Wasielewska-Michniewska, Maria Ganzha +2
Reusing ontologies in practice is still very challenging, especially when multiple ontologies are (jointly) involved. Moreover, despite recent advances, the realization of systemat…
An Energy Aware Clustering Scheme for 5G-enabled Edge Computing based IoMT Framework
Jitendra Kumar Samriya, Mohit Kumar, Maria Ganzha +3
In recent years, 5G network systems start to offer communication infrastructure for Internet of Things (IoT) applications, especially for health care service pro-viders. In smart h…
Applying machine learning to predict behavior of bus transport in Warsaw, Poland
Łukasz Pałys, Maria Ganzha, Marcin Paprzycki
Nowadays, it is possible to collect precise data describing movements of public transport. Specifically, for each bus (or tram) geoposition data can be regularly collected. This in…
Practical Aspects of Zero-Shot Learning
Elie Saad, Marcin Paprzycki, Maria Ganzha
One of important areas of machine learning research is zero-shot learning. It is applied when properly labeled training data set is not available. A number of zero-shot algorithms…
Topical Classification of Food Safety Publications with a Knowledge Base
Piotr Sowinski, Katarzyna Wasielewska-Michniewska, Maria Ganzha +1
The vast body of scientific publications presents an increasing challenge of finding those that are relevant to a given research question, and making informed decisions on their ba…