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- posterOctober 2020
FlashAttention: Data-centric Interaction for Data Transformation Using Programming-by-Example
UIST '20 Adjunct: Adjunct Proceedings of the 33rd Annual ACM Symposium on User Interface Software and TechnologyPages 65–67https://doi.org/10.1145/3379350.3416187Programming-by-example (PBE) can be a powerful tool for reducing manual work in repetitive data transformation tasks. However, having few examples often leaves ambiguity and may cause undesirable data transformation by the system. This ambiguity can be ...
- short-paperMarch 2019
Programming-by-example for data transformation to improve machine learning performance
IUI '19 Companion: Companion Proceedings of the 24th International Conference on Intelligent User InterfacesPages 113–114https://doi.org/10.1145/3308557.3308683In this study, we propose a programming-by-example (PBE)-based data transformation method for feature engineering in machine learning. Data transformation by PBE is not new. However, we utilized the one proposed herein to improve the performance of ...