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Comparison of Conditional and Non-Conditional Data Augmentation Approaches with Generative Adversarial Networks: A Case Study on Bearing Fault Diagnosis

Timo König, Akash Mangaluru Ramananda, Fabian Wagner, Markus Kley, Marcus Liebschner. Comparison of Conditional and Non-Conditional Data Augmentation Approaches with Generative Adversarial Networks: A Case Study on Bearing Fault Diagnosis. In Yen-Wei Chen 0001, Robert J. Howlett, Lakhmi C. Jain, editors, Knowledge-Based and Intelligent Information & Engineering Systems: Proceedings of the 29th International Conference KES-2025, Osaka, Japan, 10-12 September 2025. Volume 270 of Procedia Computer Science, pages 1696-1705, Elsevier, 2025. [doi]

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