Analysis and Mitigation of Unwanted Biases in ML-based QoT Classification Tasks

被引：0

作者：

Natalino, Carlos ^{[1
]}

Shariati, Behnam ^{[2
]}

Safari, Pooyan ^{[2
]}

Fischer, Johannes Karl ^{[2
]}

Monti, Paolo ^{[1
]}

机构：

[1] Chalmers Univ Technol, Dept Elect Engn, S-41296 Gothenburg, Sweden

[2] Fraunhofer HHI, D-10587 Berlin, Germany

来源：

2024 OPTICAL FIBER COMMUNICATIONS CONFERENCE AND EXHIBITION, OFC | 2024年

关键词：

D O I：

暂无

中图分类号：

TM [电工技术]; TN [电子技术、通信技术];

学科分类号：

0808 ; 0809 ;

摘要：

We address the problem of mitigating biases in models used for the quality of transmission prediction. The proposed method reduces the relative accuracy difference between samples with different feature values by up to 45%. (c) 2024 The Author(s)

引用

页数：3

共 50 条

[41] A comparative analysis of meta-heuristic optimization algorithms for feature selection on ML-based classification of heart-related diseases
Ay, Sevket
Ekinci, Ekin
Garip, Zeynep
JOURNAL OF SUPERCOMPUTING, 2023, 79 (11): : 11797 - 11826
[42] Automatic ML-based vestibular gait classification: examining the effects of IMU placement and gait task selection
Safa Jabri
Wendy Carender
Jenna Wiens
Kathleen H. Sienko
Journal of NeuroEngineering and Rehabilitation, 19
[43] Automatic ML-based vestibular gait classification: examining the effects of IMU placement and gait task selection
Jabri, Safa
Carender, Wendy
Wiens, Jenna
Sienko, Kathleen H.
JOURNAL OF NEUROENGINEERING AND REHABILITATION, 2022, 19 (01)
[44] SSOLV: Real-Time AI/ML-Based Cybersecurity via Statistical Analysis
Powell, Makia S.
Drozdenko, Benjamin M.
IEEE ACCESS, 2024, 12 : 114786 - 114794
[45] Adversarial Analysis of ML-Based Anomaly Detection in Multi-Layer Network Automation
Pan, Xiaoqin
Yang, Hao
Xu, Zichen
Zhu, Zuqing
JOURNAL OF LIGHTWAVE TECHNOLOGY, 2022, 40 (15) : 4934 - 4944
[46] Performance Analysis of ML-based DOA Estimation Algorithm in Bistatic MIMO Radar System
Paik, Ji Woong
Lee, Joon-Ho
PROCEEDINGS OF 2017 7TH IEEE INTERNATIONAL SYMPOSIUM ON MICROWAVE, ANTENNA, PROPAGATION, AND EMC TECHNOLOGIES (MAPE), 2017, : 543 - 548
[47] Analysis of Crypto-Ransomware Using ML-Based Multi-Level Profiling
Poudyal, Subash
Dasgupta, Dipankar
IEEE ACCESS, 2021, 9 : 122532 - 122547
[48] Assessing Robustness of ML-Based Program Analysis Tools using Metamorphic Program Transformations
Applis, Leonhard
Panichella, Annibale
van Deursen, Arie
2021 36TH IEEE/ACM INTERNATIONAL CONFERENCE ON AUTOMATED SOFTWARE ENGINEERING ASE 2021, 2021, : 1377 - 1381
[49] Beam Prediction for mmWave V2I Communication Using ML-Based Multiclass Classification Algorithms
Biliaminu, Karamot Kehinde
Busari, Sherif Adeshina
Rodriguez, Jonathan
Gil-Castineira, Felipe
ELECTRONICS, 2024, 13 (13)
[50] NB-IoT Random Access: Data-Driven Analysis and ML-Based Enhancements
Caso, Giuseppe
Kousias, Konstantinos
Alay, Ozgu
Brunstrom, Anna
Neri, Marco
IEEE INTERNET OF THINGS JOURNAL, 2021, 8 (14) : 11384 - 11399

← 1 2 3 4 5 →