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  • Search: subject:"Classification accuracy improvement"
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Artificial intelligence 1 Benchmark dataset analysis 1 Benchmarking 1 Classification 1 Classification accuracy improvement 1 Confident learning 1 Data quality 1 Data quality enhancement 1 Datenqualität 1 Ensemble learning methods 1 Klassifikation 1 Künstliche Intelligenz 1 Label noise detection 1 Product labelling 1 Quality management 1 Qualitätsmanagement 1 Warenkennzeichnung 1
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Article in journal 1 Aufsatz in Zeitschrift 1
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English 1
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Zheng, Wanwan 1
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A shadow-based framework for label noise detection and data quality enhancement
Zheng, Wanwan - 2025
Machine learning algorithms are typically evaluated using benchmark datasets under the assumption that these datasets are clean. However, recent studies have revealed the presence of label noise in many benchmark datasets, indicating a biased evaluation to date. Confident learning (CL), an...
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