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Aleksandra Knapińska
Aleksandra Knapińska
Wroclaw University of Science and Technology (Politechnika Wrocławska)
Dirección de correo verificada de pwr.edu.pl
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Machine-learning based prediction of multiple types of network traffic
A Knapińska, P Lechowicz, K Walkowiak
International Conference on Computational Science, 122-136, 2021
152021
Long-term prediction of multiple types of time-varying network traffic using chunk-based ensemble learning
A Knapińska, P Lechowicz, W Węgier, K Walkowiak
Applied Soft Computing 130, 109694, 2022
102022
Modeling and prediction of daily traffic patterns—WASK and SIX case study
R Goścień, A Knapińska, A Włodarczyk
Electronics 10 (14), 1637, 2021
102021
On feature selection in short-term prediction of backbone optical network traffic
A Knapińska, K Półtorak, D Poręba, J Miszczyk, M Daniluk, K Walkowiak
2022 International Conference on Optical Network Design and Modeling (ONDM), 1-6, 2022
72022
On advantages of traffic prediction and grooming for provisioning of time-varying traffic in multilayer networks
A Knapińska, P Lechowicz, S Spadaro, K Walkowiak
2023 International Conference on Optical Network Design and Modeling (ONDM), 1-6, 2023
52023
Efficient network traffic prediction after a node failure
R Goścień, A Knapińska
2022 International Conference on Optical Network Design and Modeling (ONDM), 1-6, 2022
42022
Forecasting the network traffic with PROPHET
P Cembaluk, J Aniszewski, A Knapińska, K Walkowiak
3rd Polish Conference on Artificial Intelligence (PP-RAI'2022), 215-218, 2022
42022
Fragmentation-aware traffic grooming with lane changes in spectrally–spatially flexible optical networks
P Lechowicz, A Knapińska, R Goścień
Electronics 10 (12), 1502, 2021
42021
Performance Analysis of Multilayer Optical Networks with Time-Varying Traffic
A Knapińska, P Lechowicz, S Spadaro, K Walkowiak
2023 23rd International Conference on Transparent Optical Networks (ICTON), 1-4, 2023
22023
Short-Term Network Traffic Prediction with Multilayer Perceptron
A Ganowicz, B Starosta, A Knapińska, K Walkowiak
2022 6th SLAAI International Conference on Artificial Intelligence (SLAAI …, 2022
22022
Agnostic Prediction of Multiple Types of Time-Varying Traffic in Optical Networks
A Knapińska, P Lechowicz, S Spadaro, K Walkowiak
GLOBECOM 2023-2023 IEEE Global Communications Conference, 1131-1136, 2023
12023
Combining Random Forest and Linear Regression to Improve Network Traffic Prediction
B Ułanowicz, D Dopart, A Knapińska, P Lechowicz, K Walkowiak
2023 23rd International Conference on Transparent Optical Networks (ICTON), 1-4, 2023
12023
Link load prediction in an optical network with restoration mechanisms
A Knapińska, R Goścień, P Lechowicz, K Walkowiak
Journal of Optical Communications and Networking 15 (5), B42-B52, 2023
12023
Data Aggregation and Clustering for Traffic Prediction in Backbone Optical Networks
A Knapinska, P Lechowicz, A Włodarczyk, K Walkowiak
2023 International Conference on Optical Network Design and Modeling (ONDM), 1-3, 2023
12023
Prediction of multiple types of traffic with a novel evaluation metric related to bandwidth blocking
A Knapińska, P Lechowicz, K Walkowiak
GLOBECOM 2022-2022 IEEE Global Communications Conference, 2927-2932, 2022
12022
Demonstration of a Networked Music Performance Experience with MEVO
L Severi, M Sacchetto, A Bianco, C Rottondi, A Knapinska, P Lechowicz
arXiv preprint arXiv:2404.09665, 2024
2024
Liquid Neural Network-based Adaptive Learning vs. Incremental Learning for Link Load Prediction amid Concept Drift due to Network Failures
O Ayoub, D Andreoletti, A Knapińska, R Goścień, P Lechowicz, T Leidi, ...
arXiv preprint arXiv:2404.05304, 2024
2024
Application of Ensemble Regression Methods in Elastic Optical Network Optimization
A Knapińska, R Kanimba, Y Yeşilyurt, P Lechowicz, K Walkowiak
5th Polish Conference on Artificial Intelligence (PP-RAI’2024), 2024
2024
Traffic Weaver: semi-synthetic time-varying traffic generator based on averaged time series
P Lechowicz, A Knapińska, A Włodarczyk, K Walkowiak
arXiv preprint arXiv:2403.11388, 2024
2024
Delayed Squeezed Dedicated Path Protection in Spectrally-Spatially Flexible Optical Networks
P Lechowicz, A Knapińska, K Walkowiak
2022 12th International Workshop on Resilient Networks Design and Modeling …, 2022
2022
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