Machine-learning based prediction of multiple types of network traffic A Knapińska, P Lechowicz, K Walkowiak International Conference on Computational Science, 122-136, 2021 | 15 | 2021 |
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 | 10 | 2022 |
Modeling and prediction of daily traffic patterns—WASK and SIX case study R Goścień, A Knapińska, A Włodarczyk Electronics 10 (14), 1637, 2021 | 10 | 2021 |
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 | 7 | 2022 |
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 | 5 | 2023 |
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 | 4 | 2022 |
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 | 4 | 2022 |
Fragmentation-aware traffic grooming with lane changes in spectrally–spatially flexible optical networks P Lechowicz, A Knapińska, R Goścień Electronics 10 (12), 1502, 2021 | 4 | 2021 |
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 | 2 | 2023 |
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 | 2 | 2022 |
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 | 1 | 2023 |
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 | 1 | 2023 |
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 | 1 | 2023 |
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 | 1 | 2023 |
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 | 1 | 2022 |
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 |