Aleksandra Knapinska

Orcid: 0000-0003-2654-4893

According to our database1, Aleksandra Knapinska authored at least 19 papers between 2021 and 2024.

Collaborative distances:
  • Dijkstra number2 of five.
  • Erdős number3 of four.

Timeline

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Bibliography

2024
Traffic weaver: Semi-synthetic time-varying traffic generator based on averaged time series.
SoftwareX, 2024

Demonstration of a Networked Music Performance Experience with MEVO.
CoRR, 2024

Liquid Neural Network-based Adaptive Learning vs. Incremental Learning for Link Load Prediction amid Concept Drift due to Network Failures.
CoRR, 2024

Machine Learning Assisted Provisioning of Time-Varying Traffic in Translucent Optical Networks.
IEEE Access, 2024

XAI-Guided Optimization of a Multilayer Network Regression Model.
Proceedings of the IFIP Networking Conference, 2024

Adaptive Provisioning of Time-Varying Traffic in Translucent SDM Elastic Optical Networks.
Proceedings of the 24th International Conference on Transparent Optical Networks, 2024

Impact of Geographical Constraints on the Performance of Intent-Based Networks.
Proceedings of the 24th International Conference on Transparent Optical Networks, 2024

Impact of Time-Varying Traffic Type on the Performance of Multilayer Networks.
Proceedings of the 20th International Conference on Network and Service Management, 2024

2023
Link load prediction in an optical network with restoration mechanisms.
J. Opt. Commun. Netw., May, 2023

On Advantages of Traffic Prediction and Grooming for Provisioning of Time-Varying Traffic in Multilayer Networks.
Proceedings of the International Conference on Optical Network Design and Modeling, 2023

Combining Random Forest and Linear Regression to Improve Network Traffic Prediction.
Proceedings of the 23rd International Conference on Transparent Optical Networks, 2023

Performance Analysis of Multilayer Optical Networks with Time-Varying Traffic.
Proceedings of the 23rd International Conference on Transparent Optical Networks, 2023

Agnostic Prediction of Multiple Types of Time-Varying Traffic in Optical Networks.
Proceedings of the IEEE Global Communications Conference, 2023

2022
Long-term prediction of multiple types of time-varying network traffic using chunk-based ensemble learning.
Appl. Soft Comput., 2022

Delayed Squeezed Dedicated Path Protection in Spectrally-Spatially Flexible Optical Networks.
Proceedings of the 12th International Workshop on Resilient Networks Design and Modeling, 2022

On Feature Selection in Short-Term Prediction of Backbone Optical Network Traffic.
Proceedings of the International Conference on Optical Network Design and Modeling, 2022

Efficient Network Traffic Prediction After a Node Failure.
Proceedings of the International Conference on Optical Network Design and Modeling, 2022

Prediction of Multiple Types of Traffic with a Novel Evaluation Metric Related to Bandwidth Blocking.
Proceedings of the IEEE Global Communications Conference, 2022

2021
Machine-Learning Based Prediction of Multiple Types of Network Traffic.
Proceedings of the Computational Science - ICCS 2021, 2021


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