One button machine for automating feature engineering in relational databases

1 June 2017

Hoang Thanh Lam

Johann-Michael Thiebaut

Papers citing "One button machine for automating feature engineering in relational databases"

22 / 22 papers shown

Title
Collaborative Multi-Agent Reinforcement Learning for Automated Feature Transformation with Graph-Driven Path Optimization Xiaohan Huang Dongjie Wang Zhiyuan Ning Ziyue Qiao Qingqing Long Haowei Zhu Yi Du Min-Ying Wu Yuanchun Zhou Meng Xiao 143 1 0 24 Apr 2025
Towards Feature Engineering with Human and AI's Knowledge: Understanding Data Science Practitioners' Perceptions in Human&AI-Assisted Feature Engineering Design Qian Zhu Dakuo Wang Shuai Ma April Yi Wang Zixin Chen Udayan Khurana Xiaojuan Ma 90 1 0 23 May 2024
Out of Context: Investigating the Bias and Fairness Concerns of "Artificial Intelligence as a Service" Kornel Lewicki M. S. Lee Jennifer Cobbe Jatinder Singh 88 22 0 02 Feb 2023
RuDi: Explaining Behavior Sequence Models by Automatic Statistics Generation and Rule Distillation Yao Zhang Yun Xiong Yiheng Sun Caihua Shan Tian Lu Hui Song Yangyong Zhu 61 2 0 12 Aug 2022
Faking feature importance: A cautionary tale on the use of differentially-private synthetic data Oscar Giles Kasra Hosseini Grigorios Mingas Oliver Strickson Louise A. Bowler ... A. Heppenstall N. Lomax N. Malleson Martin O'Reilly Sebastian Vollmerteke 98 8 0 02 Mar 2022
AEFE: Automatic Embedded Feature Engineering for Categorical Features Zhenyuan Zhong Jie Yang Yacong Ma Shoubin Dong Jinlong Hu 120 2 0 19 Oct 2021
AutoSmart: An Efficient and Automatic Machine Learning framework for Temporal Relational Data Zhipeng Luo Zhixing He Jin Wang Manqing Dong Jianqiang Huang Mingjian Chen Bo Zheng 31 5 0 09 Sep 2021
AutoDS: Towards Human-Centered Automation of Data Science Dakuo Wang Josh Andres Justin D. Weisz Erick Oduor Casey Dugan 81 78 0 13 Jan 2021
How Much Automation Does a Data Scientist Want? Dakuo Wang Q. V. Liao Yunfeng Zhang Udayan Khurana Horst Samulowitz Soya Park Michael J. Muller Lisa Amini AI4CE 75 56 0 07 Jan 2021
AutonoML: Towards an Integrated Framework for Autonomous Machine Learning D. Kedziora Katarzyna Musial Bogdan Gabrys 88 17 0 23 Dec 2020
VEST: Automatic Feature Engineering for Forecasting Vítor Cerqueira Nuno Moniz Carlos Soares OOD AI4TS 37 24 0 14 Oct 2020
Knowledge-Based Learning through Feature Generation Michal Badian Shaul Markovitch 13 0 0 06 Jun 2020
SAFE: Scalable Automatic Feature Engineering Framework for Industrial Tasks Qitao Shi Ya-Lin Zhang Longfei Li Xinxing Yang Meng Li Jun Zhou 76 31 0 05 Mar 2020
Supervised Learning on Relational Databases with Graph Neural Networks Milan Cvitkovic 73 44 0 06 Feb 2020
Trust in AutoML: Exploring Information Needs for Establishing Trust in Automated Machine Learning Systems Jaimie Drozdal Justin D. Weisz Dakuo Wang Gaurav Dass Bingsheng Yao Changruo Zhao Michael J. Muller Lin Ju Hui Su 75 126 0 17 Jan 2020
AutoAIViz: Opening the Blackbox of Automated Artificial Intelligence with Conditional Parallel Coordinates D. Weidele Justin D. Weisz Eno Oduor Michael J. Muller Josh Andres Alexander G. Gray Dakuo Wang 106 54 0 13 Dec 2019
How can AI Automate End-to-End Data Science? Charu C. Aggarwal Djallel Bouneffouf Horst Samulowitz Beat Buesser T. Hoang ... Tejaswini Pedapati Parikshit Ram Ambrish Rawat Martin Wistuba Alexander G. Gray 166 14 0 22 Oct 2019
Human-AI Collaboration in Data Science: Exploring Data Scientists' Perceptions of Automated AI Dakuo Wang Justin D. Weisz Michael J. Muller Parikshit Ram Werner Geyer Casey Dugan Y. Tausczik Horst Samulowitz Alexander G. Gray 228 318 0 05 Sep 2019
Techniques for Automated Machine Learning Yi-Wei Chen Qingquan Song Helen Zhou 65 50 0 21 Jul 2019
Benchmark and Survey of Automated Machine Learning Frameworks Marc-André Zöller Marco F. Huber 75 86 0 26 Apr 2019
The autofeat Python Library for Automated Feature Engineering and Selection F. Horn R. Pack M. Rieger 127 98 0 22 Jan 2019
Feature Engineering for Predictive Modeling using Reinforcement Learning Udayan Khurana Horst Samulowitz D. Turaga 75 190 0 21 Sep 2017