Visual Analytics System of Comprehensive Data Quality Improvement for Machine Learning using Data- and Process-driven Strategies

Machine learning (ML) models are used to mine inconspicuous information in big data. The model and data quality influence the performance of a ML model. However, modifying the ML model while measuring performance is impractical, and low-quality data causes biased model training. Therefore, improving...

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Bibliographic Details

Published in:	2022 IEEE International Conference on Big Data (Big Data) pp. 396 - 401
Main Authors:	Hong, Hyein, Yoo, Sangbong, Jin, Yejin, Yoon, Chanyoung, Yim, Soobin, Choi, Seokhwan, Jang, Yun
Format:	Conference Proceeding
Language:	English
Published:	IEEE 17.12.2022
Subjects:	Analytical models Big Data Data integrity Data quality Machine learning Performance evaluation Training Visual analytics Visual analytics system
Online Access:	Get full text
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