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cs.LG2024
FeatAug: Automatic Feature Augmentation From One-to-Many Relationship Tables
Danrui Qi, Weiling Zheng, Jiannan Wang
Feature augmentation from one-to-many relationship tables is a critical but challenging problem in ML model development. To augment good features, data scientists need to come up w…
cs.LG2024★ 3 cited
CleanAgent: Automating Data Standardization with LLM-based Agents
Danrui Qi, Zhengjie Miao, Jiannan Wang
Data standardization is a crucial part of the data science life cycle. While tools like Pandas offer robust functionalities, their complexity and the manual effort required for cus…