Aleksandra Knapinska

Publication Activity (10 Years)

Years Active: 2021-2024
Publications (10 Years): 15

Top Topics

Linear Regression

Network Traffic

Top Venues

Publications

Omran Ayoub, Davide Andreoletti, Aleksandra Knapinska, Róza Goscien, Piotr Lechowicz, Tiziano Leidi, Silvia Giordano, Cristina Rottondi, Krzysztof Walkowiak
Liquid Neural Network-based Adaptive Learning vs. Incremental Learning for Link Load Prediction amid Concept Drift due to Network Failures. CoRR (2024)
Leonardo Severi, Matteo Sacchetto, Andrea Bianco, Cristina Rottondi, Aleksandra Knapinska, Piotr Lechowicz
Demonstration of a Networked Music Performance Experience with MEVO. CoRR (2024)
Adam Wlodarczyk, Aleksandra Knapinska, Piotr Lechowicz, Krzysztof Walkowiak
Machine Learning Assisted Provisioning of Time-Varying Traffic in Translucent Optical Networks. IEEE Access 12 (2024)
Piotr Lechowicz, Aleksandra Knapinska, Adam Wlodarczyk, Krzysztof Walkowiak
Traffic Weaver: semi-synthetic time-varying traffic generator based on averaged time series. CoRR (2024)
Aleksandra Knapinska, Piotr Lechowicz, Salvatore Spadaro, Krzysztof Walkowiak
Agnostic Prediction of Multiple Types of Time-Varying Traffic in Optical Networks. GLOBECOM (2023)
Aleksandra Knapinska, Piotr Lechowicz, Salvatore Spadaro, Krzysztof Walkowiak
On Advantages of Traffic Prediction and Grooming for Provisioning of Time-Varying Traffic in Multilayer Networks. ONDM (2023)
Aleksandra Knapinska, Piotr Lechowicz, Salvatore Spadaro, Krzysztof Walkowiak
Performance Analysis of Multilayer Optical Networks with Time-Varying Traffic. ICTON (2023)
Blazej Ulanowicz, Dawid Dopart, Aleksandra Knapinska, Piotr Lechowicz, Krzysztof Walkowiak
Combining Random Forest and Linear Regression to Improve Network Traffic Prediction. ICTON (2023)
Aleksandra Knapinska, Róza Goscien, Piotr Lechowicz, Krzysztof Walkowiak
Link load prediction in an optical network with restoration mechanisms. J. Opt. Commun. Netw. 15 (5) (2023)
Aleksandra Knapinska, Piotr Lechowicz, Weronika Wegier, Krzysztof Walkowiak
Long-term prediction of multiple types of time-varying network traffic using chunk-based ensemble learning. Appl. Soft Comput. 130 (2022)
Aleksandra Knapinska, Piotr Lechowicz, Krzysztof Walkowiak
Prediction of Multiple Types of Traffic with a Novel Evaluation Metric Related to Bandwidth Blocking. GLOBECOM (2022)
Róza Goscien, Aleksandra Knapinska
Efficient Network Traffic Prediction After a Node Failure. ONDM (2022)
Aleksandra Knapinska, Katarzyna Póltorak, Dominika Poreba, Jan Miszczyk, Mateusz Daniluk, Krzysztof Walkowiak
On Feature Selection in Short-Term Prediction of Backbone Optical Network Traffic. ONDM (2022)
Piotr Lechowicz, Aleksandra Knapinska, Krzysztof Walkowiak
Delayed Squeezed Dedicated Path Protection in Spectrally-Spatially Flexible Optical Networks. RNDM (2022)
Aleksandra Knapinska, Piotr Lechowicz, Krzysztof Walkowiak
Machine-Learning Based Prediction of Multiple Types of Network Traffic. ICCS (1) (2021)