Aleksandra Knapinska

26 papers B 5Journal 10Unranked 11
YearRankTypeTitle / Venue / Authors
2026 J jnl
Graph-Based Machine Learning Estimation Methods for Backbone Optical Network Optimization.
IEEE Trans. Cogn. Commun. Netw.
Aleksandra Knapinska, Jakub Derda, Franciszek Strasburger, Szymon Wojciechowski, Jakub Klikowski, Piotr Lechowicz, Krzysztof Walkowiak
2025 — conf
Dynamic ML Model Updating Strategies for Detection of Evolving Network Attacks.
RNDM
Aleksandra Knapinska, Marija Furdek
2025 — conf
Experimental Analysis of Adaptive ML Classifiers for Dynamic Detection of Emerging Physical-Layer Attacks.
ECOC
Aleksandra Knapinska, Marija Furdek
2025 J jnl
Explainable and Resilient ML-Based Physical-Layer Attack Detectors.
CoRR
Aleksandra Knapinska, Marija Furdek
2025 B conf
Explaining Aggregated Network Traffic Predictors.
Networking
Aleksandra Knapinska, Krzysztof Walkowiak
2024 — conf
Adaptive Provisioning of Time-Varying Traffic in Translucent SDM Elastic Optical Networks.
ICTON
Adam Wlodarczyk, Aleksandra Knapinska, Piotr Lechowicz, Salvatore Spadaro, Krzysztof Walkowiak
2024 J jnl
Demonstration of a Networked Music Performance Experience with MEVO.
CoRR
Leonardo Severi, Matteo Sacchetto, Andrea Bianco, Cristina Rottondi, Aleksandra Knapinska, Piotr Lechowicz
2024 — conf
Impact of Geographical Constraints on the Performance of Intent-Based Networks.
ICTON
Aleksandra Knapinska, Piotr Lechowicz, Krzysztof Walkowiak
2024 B conf
Impact of Time-Varying Traffic Type on the Performance of Multilayer Networks.
CNSM
Aleksandra Knapinska, Piotr Lechowicz, Krzysztof Walkowiak
2024 J jnl
Liquid Neural Network-based Adaptive Learning vs. Incremental Learning for Link Load Prediction amid Concept Drift due to Network Failures.
CoRR
Omran Ayoub, Davide Andreoletti, Aleksandra Knapinska, Róza Goscien, Piotr Lechowicz, Tiziano Leidi, Silvia Giordano, Cristina Rottondi, Krzysztof Walkowiak
2024 J jnl
Machine Learning Assisted Provisioning of Time-Varying Traffic in Translucent Optical Networks.
IEEE Access
Adam Wlodarczyk, Aleksandra Knapinska, Piotr Lechowicz, Krzysztof Walkowiak
2024 J jnl
PRODIGY+: a robust progressive upgrade approach for elastic optical networks.
J. Opt. Commun. Netw.
Shrinivas Petale, Aleksandra Knapinska, Egemen Erbayat, Piotr Lechowicz, Krzysztof Walkowiak, Shih-Chun Lin, Motoharu Matsuura, Hiroshi Hasegawa, Suresh Subramaniam
2024 J jnl
Traffic Weaver: semi-synthetic time-varying traffic generator based on averaged time series.
CoRR
Piotr Lechowicz, Aleksandra Knapinska, Adam Wlodarczyk, Krzysztof Walkowiak
2024 J jnl
Traffic weaver: Semi-synthetic time-varying traffic generator based on averaged time series.
SoftwareX
Piotr Lechowicz, Aleksandra Knapinska, Adam Wlodarczyk, Krzysztof Walkowiak
2024 B conf
XAI-Guided Optimization of a Multilayer Network Regression Model.
IFIP Networking
Katarzyna Duszynska, Pawel Polski, Michal Wlosek, Aleksandra Knapinska, Piotr Lechowicz, Krzysztof Walkowiak
2023 B conf
Agnostic Prediction of Multiple Types of Time-Varying Traffic in Optical Networks.
GLOBECOM
Aleksandra Knapinska, Piotr Lechowicz, Salvatore Spadaro, Krzysztof Walkowiak
2023 — conf
Combining Random Forest and Linear Regression to Improve Network Traffic Prediction.
ICTON
Blazej Ulanowicz, Dawid Dopart, Aleksandra Knapinska, Piotr Lechowicz, Krzysztof Walkowiak
2023 J jnl
Link load prediction in an optical network with restoration mechanisms.
J. Opt. Commun. Netw.
Aleksandra Knapinska, Róza Goscien, Piotr Lechowicz, Krzysztof Walkowiak
2023 — conf
On Advantages of Traffic Prediction and Grooming for Provisioning of Time-Varying Traffic in Multilayer Networks.
ONDM
Aleksandra Knapinska, Piotr Lechowicz, Salvatore Spadaro, Krzysztof Walkowiak
2023 — conf
Performance Analysis of Multilayer Optical Networks with Time-Varying Traffic.
ICTON
Aleksandra Knapinska, Piotr Lechowicz, Salvatore Spadaro, Krzysztof Walkowiak
2022 — conf
Delayed Squeezed Dedicated Path Protection in Spectrally-Spatially Flexible Optical Networks.
RNDM
Piotr Lechowicz, Aleksandra Knapinska, Krzysztof Walkowiak
2022 — conf
Efficient Network Traffic Prediction After a Node Failure.
ONDM
Róza Goscien, Aleksandra Knapinska
2022 J jnl
Long-term prediction of multiple types of time-varying network traffic using chunk-based ensemble learning.
Appl. Soft Comput.
Aleksandra Knapinska, Piotr Lechowicz, Weronika Wegier, Krzysztof Walkowiak
2022 — conf
On Feature Selection in Short-Term Prediction of Backbone Optical Network Traffic.
ONDM
Aleksandra Knapinska, Katarzyna Póltorak, Dominika Poreba, Jan Miszczyk, Mateusz Daniluk, Krzysztof Walkowiak
2022 B conf
Prediction of Multiple Types of Traffic with a Novel Evaluation Metric Related to Bandwidth Blocking.
GLOBECOM
Aleksandra Knapinska, Piotr Lechowicz, Krzysztof Walkowiak
2021 — conf
Machine-Learning Based Prediction of Multiple Types of Network Traffic.
ICCS (1)
Aleksandra Knapinska, Piotr Lechowicz, Krzysztof Walkowiak