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2003.02556
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SAFE: Scalable Automatic Feature Engineering Framework for Industrial Tasks
IEEE International Conference on Data Engineering (ICDE), 2020
5 March 2020
Qitao Shi
Ya-Lin Zhang
Longfei Li
Xinxing Yang
Meng Li
Jun Zhou
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Papers citing
"SAFE: Scalable Automatic Feature Engineering Framework for Industrial Tasks"
15 / 15 papers shown
Enriching Tabular Data with Contextual LLM Embeddings: A Comprehensive Ablation Study for Ensemble Classifiers
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ELF-Gym: Evaluating Large Language Models Generated Features for Tabular Prediction
International Conference on Information and Knowledge Management (CIKM), 2024
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Ning Li
Quan Gan
Weinan Zhang
David Wipf
Minjie Wang
184
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13 Oct 2024
Statistical Test for Auto Feature Engineering by Selective Inference
International Conference on Artificial Intelligence and Statistics (AISTATS), 2024
Tatsuya Matsukawa
Tomohiro Shiraishi
Shuichi Nishino
Teruyuki Katsuoka
Ichiro Takeuchi
TPM
391
2
0
13 Oct 2024
Learned Feature Importance Scores for Automated Feature Engineering
Yihe Dong
Sercan O. Arik
Nathanael Yoder
Tomas Pfister
233
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06 Jun 2024
Leveraging Knowlegde Graphs for Interpretable Feature Generation
Mohamed Bouadi
Arta Alavi
S. Benbernou
Mourad Ouziri
246
1
0
01 Jun 2024
Automated data processing and feature engineering for deep learning and big data applications: a survey
Journal of Information and Intelligence (JII), 2024
A. Mumuni
F. Mumuni
TPM
373
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18 Mar 2024
FeatAug: Automatic Feature Augmentation From One-to-Many Relationship Tables
IEEE International Conference on Data Engineering (ICDE), 2024
Danrui Qi
Weiling Zheng
Jiannan Wang
ViT
CVBM
149
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0
11 Mar 2024
Auto-FP: An Experimental Study of Automated Feature Preprocessing for Tabular Data
International Conference on Extending Database Technology (EDBT), 2023
Danrui Qi
Jinglin Peng
Yongjun He
Jiannan Wang
TPM
388
8
0
04 Oct 2023
A PSO Based Method to Generate Actionable Counterfactuals for High Dimensional Data
Shashank Shekhar
Asif Salim
Adesh Bansode
Vivaswan Jinturkar
Anirudha Nayak
273
0
0
30 Sep 2023
ALT: An Automatic System for Long Tail Scenario Modeling
IEEE International Conference on Data Engineering (ICDE), 2023
Ya-Lin Zhang
Jun Zhou
Yankun Ren
Yue Zhang
Xinxing Yang
Meng Li
Qitao Shi
Longfei Li
178
0
0
19 May 2023
Toward Efficient Automated Feature Engineering
IEEE International Conference on Data Engineering (ICDE), 2022
Kafeng Wang
Pengyang Wang
Chengzhong Xu
337
4
0
26 Dec 2022
OpenFE: Automated Feature Generation with Expert-level Performance
International Conference on Machine Learning (ICML), 2022
Tianze Zhang
Zheyu Zhang
Zhiyuan Fan
Haoyan Luo
Yifan Zhang
Qian Liu
Wei Cao
Jian Li
VLM
420
57
0
22 Nov 2022
DNN2LR: Automatic Feature Crossing for Credit Scoring
Qiang Liu
Zhaocheng Liu
Haoli Zhang
Yuntian Chen
Jun Zhu
144
0
0
24 Feb 2021
DNN2LR: Interpretation-inspired Feature Crossing for Real-world Tabular Data
Zhaocheng Liu
Qiang Liu
Haoli Zhang
Yuntian Chen
275
13
0
22 Aug 2020
FIVES: Feature Interaction Via Edge Search for Large-Scale Tabular Data
Knowledge Discovery and Data Mining (KDD), 2020
Yuexiang Xie
Zhen Wang
Yaliang Li
Bolin Ding
Nezihe Merve Gürel
Ce Zhang
Shiyu Huang
Jialin Li
Jingren Zhou
285
31
0
29 Jul 2020
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