IDE: A System for Iterative Mislabel Detection

Author:

Deng Yuhao1ORCID,Deng Qiyan1ORCID,Chai Chengliang1ORCID,Cao Lei2ORCID,Tang Nan3ORCID,Fan Ju4ORCID,Wang Jiayi5ORCID,Yuan Ye1ORCID,Wang Guoren1ORCID

Affiliation:

1. Beijing Institute of Technology, Beijing, China

2. University of Arizona & Massachusetts Institute of Technology, Tucson, USA

3. The Hong Kong University of Science and Technology (Guangzhou), Guangzhou, China

4. Renmin University of China, Beijing, China

5. Tsinghua University, Beijng, China

Funder

NSFC

DITDP

the Beijing Natural Science Foundation

the Research Funds of Renmin University of China

the National Key R\&D Program of China

NSF (National Science Foundation)

Publisher

ACM

Reference7 articles.

1. AI Marques R Alejo J Badenas, JS Sanchez, and R Barandela. 2000. Decontamination of training data for supevised pattern recognition. Advances in Pattern Recognition Lecture Notes in Computer Science (2000).

2. Léon Bottou and Olivier Bousquet. 2007. The tradeoffs of large scale learning. Advances in neural information processing systems 20 (2007).

3. Yuhao Deng Chengliang Chai Lei Cao Nan Tang Ju Fan and Jiayi Wang et al. 2024. MisDetect: Iterative Mislabel Detection using Early Loss. VLDB (2024).

4. Pang Wei Koh and Percy Liang. 2017. Understanding black-box predictions via influence functions. In International conference on machine learning. PMLR.

5. Peng Li, Xi Rao, and Jennifer Blase et al. 2021. CleanML: A Study for Evaluating the Impact of Data Cleaning on ML Classification Tasks. In ICDE 2021. IEEE.

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1. IDE: A System for Iterative Mislabel Detection;Companion of the 2024 International Conference on Management of Data;2024-06-09

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