Feature Engineering for Predictive Modeling using Reinforcement Learning

21 September 2017

Papers citing "Feature Engineering for Predictive Modeling using Reinforcement Learning"

50 / 65 papers shown

Title
Unsupervised Feature Transformation via In-context Generation, Generator-critic LLM Agents, and Duet-play Teaming Nanxu Gong Xinyuan Wang Wangyang Ying Haoyue Bai Sixun Dong Haifeng Chen Yanjie Fu LLMAG 60 0 0 30 Apr 2025
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 40 1 0 24 Apr 2025
Evaluation of the impact of expert knowledge: How decision support scores impact the effectiveness of automatic knowledge-driven feature engineering (aKDFE) Olof Björneld Tora Hammar Daniel Nilsson Alisa Lincke Welf Löwe 18 0 0 08 Apr 2025
FastFT: Accelerating Reinforced Feature Transformation via Advanced Exploration Strategies Tianqi He Xiaohan Huang Yi Du Qingqing Long Ziyue Qiao Min-Ying Wu Yanjie Fu Yuanchun Zhou Meng Xiao OffRL 96 2 0 26 Mar 2025
LLM-FE: Automated Feature Engineering for Tabular Data with LLMs as Evolutionary Optimizers Nikhil Abhyankar Parshin Shojaee Chandan K. Reddy 61 0 0 18 Mar 2025
Towards Data-Centric AI: A Comprehensive Survey of Traditional, Reinforcement, and Generative Approaches for Tabular Data Transformation Dongjie Wang Yanyong Huang Wangyang Ying Haoyue Bai Nanxu Gong ... Meng Xiao Pengfei Wang P. Wang Hui Xiong Yanjie Fu LMTD 45 5 0 17 Jan 2025
Retrieval-Augmented Feature Generation for Domain-Specific Classification Xinhao Zhang Jinghan Zhang Fengran Mo Yuzhong Chen Kunpeng Liu 82 1 0 31 Dec 2024
Semantic-Guided RL for Interpretable Feature Engineering Mohamed Bouadi Arta Alavi S. Benbernou Mourad Ouziri 20 0 0 03 Oct 2024
Reinforcement Feature Transformation for Polymer Property Performance Prediction Xuanming Hu Dongjie Wang Wangyang Ying Yanjie Fu 32 6 0 23 Sep 2024
IIFE: Interaction Information Based Automated Feature Engineering Tom Overman Diego Klabjan J. Utke 22 1 0 07 Sep 2024
Enhancing Tabular Data Optimization with a Flexible Graph-based Reinforced Exploration Strategy Xiaohan Huang Dongjie Wang Zhiyuan Ning Ziyue Qiao Qingqing Long Haowei Zhu Min Wu Yuanchun Zhou Meng Xiao OffRL 27 5 0 11 Jun 2024
Dynamic and Adaptive Feature Generation with LLM Xinhao Zhang Jinghan Zhang Banafsheh Rekabdar Yuanchun Zhou Pengfei Wang Kunpeng Liu 38 20 0 04 Jun 2024
Leveraging Knowlegde Graphs for Interpretable Feature Generation Mohamed Bouadi Arta Alavi S. Benbernou Mourad Ouziri 26 1 0 01 Jun 2024
Unsupervised Generative Feature Transformation via Graph Contrastive Pre-training and Multi-objective Fine-tuning Wangyang Ying Dongjie Wang Xuanming Hu Yuanchun Zhou Charu C. Aggarwal Yanjie Fu 51 9 0 27 May 2024
Evolutionary Large Language Model for Automated Feature Transformation Nanxu Gong Chandan K. Reddy Wangyang Ying Yanjie Fu 32 6 0 25 May 2024
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 48 1 0 23 May 2024
A Comprehensive Survey on Data Augmentation Zaitian Wang Pengfei Wang Kunpeng Liu Pengyang Wang Yanjie Fu Chang-Tien Lu Charu Aggarwal Jian Pei Yuanchun Zhou ViT 103 21 0 15 May 2024
Automated data processing and feature engineering for deep learning and big data applications: a survey A. Mumuni F. Mumuni TPM 40 48 0 18 Mar 2024
Tail-Learning: Adaptive Learning Method for Mitigating Tail Latency in Autonomous Edge Systems Cheng Zhang Yinuo Deng Hailiang Zhao Tianlv Chen Shuiguang Deng 21 1 0 28 Dec 2023
Feature Interaction Aware Automated Data Representation Transformation Steve Hanneke Dongjie Wang Kunpeng Liu Wei Zhang Yanjie Fu 20 3 0 29 Sep 2023
Reinforcement-Enhanced Autoregressive Feature Transformation: Gradient-steered Search in Continuous Space for Postfix Expressions Dongjie Wang Meng Xiao Min-Ying Wu P. Wang Yuanchun Zhou Yanjie Fu 23 19 0 24 Sep 2023
YOLOv8 for Defect Inspection of Hexagonal Directed Self-Assembly Patterns: A Data-Centric Approach Enrique Dehaerne Bappaditya Dey Hossein Esfandiar L. Verstraete H. Suh S. Halder S. de Gendt 11 13 0 28 Jul 2023
Traceable Group-Wise Self-Optimizing Feature Transformation Learning: A Dual Optimization Perspective Meng Xiao Dongjie Wang Min-Ying Wu Kunpeng Liu Hui Xiong Yuanchun Zhou Yanjie Fu 19 18 0 29 Jun 2023
ChatGPT as your Personal Data Scientist Md. Mahadi Hassan Alex Knipper Shubhra (Santu) Karmaker LM&MA LLMAG AI4CE 44 18 0 23 May 2023
Large Language Models for Automated Data Science: Introducing CAAFE for Context-Aware Automated Feature Engineering Noah Hollmann Samuel G. Müller Frank Hutter 40 53 0 05 May 2023
Data-centric Artificial Intelligence: A Survey Daochen Zha Zaid Pervaiz Bhat Kwei-Herng Lai Fan Yang Zhimeng Jiang Shaochen Zhong Xia Hu 18 191 0 17 Mar 2023
A Vision for Semantically Enriched Data Science Udayan Khurana Kavitha Srinivas Sainyam Galhotra Horst Samulowitz 29 2 0 02 Mar 2023
Out of Context: Investigating the Bias and Fairness Concerns of "Artificial Intelligence as a Service" Kornel Lewicki M. S. Lee Jennifer Cobbe Jatinder Singh 29 21 0 02 Feb 2023
Traceable Automatic Feature Transformation via Cascading Actor-Critic Agents Meng Xiao Dongjie Wang Min-Ying Wu Ziyue Qiao P. Wang Kunpeng Liu Yuanchun Zhou Yanjie Fu 33 19 0 27 Dec 2022
Toward Efficient Automated Feature Engineering Kafeng Wang Pengyang Wang Chengzhong Xu 17 2 0 26 Dec 2022
OpenFE: Automated Feature Generation with Expert-level Performance T. Zhang Zheyu Zhang Zhiyuan Fan Haoyan Luo Feng Liu Qian Liu Wei Cao Jian Li VLM 14 22 0 22 Nov 2022
Review of the state of the art in autonomous artificial intelligence P. Radanliev D. De Roure 11 12 0 17 Oct 2022
Self-Optimizing Feature Transformation Meng Xiao Dongjie Wang Min-Ying Wu Kunpeng Liu Hui Xiong Yuanchun Zhou Yanjie Fu 28 3 0 16 Sep 2022
MACFE: A Meta-learning and Causality Based Feature Engineering Framework Iván Reyes-Amezcua Daniel Flores-Araiza G. Ochoa-Ruiz Andres Mendez-Vazquez Eduardo Rodriguez-Tello OOD 19 1 0 08 Jul 2022
An Embedded Feature Selection Framework for Control Jiawen Wei Fangyuan Wang Wan-Ting Zeng Wen-Jiun Lin Ning Gui AI4CE 22 6 0 19 Jun 2022
Group-wise Reinforcement Feature Generation for Optimal and Explainable Representation Space Reconstruction Dongjie Wang Yanjie Fu Kunpeng Liu Xiaolin Li Yan Solihin 17 27 0 28 May 2022
A Survey on Semantics in Automated Data Science Udayan Khurana Kavitha Srinivas Horst Samulowitz 29 3 0 16 May 2022
The Need for Interpretable Features: Motivation and Taxonomy Alexandra Zytek Ignacio Arnaldo Dongyu Liu Laure Berti-Equille K. Veeramachaneni FAtt XAI 6 13 0 23 Feb 2022
A Reinforcement Learning Approach to Domain-Knowledge Inclusion Using Grammar Guided Symbolic Regression Laure Crochepierre Lydia Boudjeloud Vincent Barbesant 11 4 0 09 Feb 2022
AEFE: Automatic Embedded Feature Engineering for Categorical Features Zhenyuan Zhong Jie Yang Yacong Ma Shoubin Dong Jinlong Hu 20 2 0 19 Oct 2021
VolcanoML: Speeding up End-to-End AutoML via Scalable Search Space Decomposition Yang Li Yu Shen Wentao Zhang Jiawei Jiang Bolin Ding ... Jingren Zhou Zhi-Xin Yang Wentao Wu Ce Zhang Bin Cui LRM 21 44 0 19 Jul 2021
FeatureEnVi: Visual Analytics for Feature Engineering Using Stepwise Selection and Semi-Automatic Extraction Approaches Angelos Chatzimparmpas Rafael M. Martins Kostiantyn Kucher Andreas Kerren 29 21 0 26 Mar 2021
DNN2LR: Automatic Feature Crossing for Credit Scoring Qiang Liu Zhaocheng Liu Haoli Zhang Yuntian Chen Jun Zhu 6 0 0 24 Feb 2021
Robusta: Robust AutoML for Feature Selection via Reinforcement Learning Xiaoyang Sean Wang Bo-wen Li Yibo Zhang B. Kailkhura K. Nahrstedt 13 3 0 15 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 34 55 0 07 Jan 2021
AutonoML: Towards an Integrated Framework for Autonomous Machine Learning D. Kedziora Katarzyna Musial Bogdan Gabrys 16 16 0 23 Dec 2020
Conjecturing-Based Discovery of Patterns in Data J. Brooks David J. Edwards Craig E. Larson N. Van Cleemput 10 0 0 23 Nov 2020
Towards Interaction Detection Using Topological Analysis on Neural Networks Zirui Liu Qingquan Song Kaixiong Zhou Ting-Hsiang Wang Ying Shan Xia Hu 11 6 0 25 Oct 2020
AutoML to Date and Beyond: Challenges and Opportunities Shubhra (Santu) Karmaker Md. Mahadi Hassan Micah J. Smith Lei Xu Chengxiang Zhai K. Veeramachaneni 70 225 0 21 Oct 2020
DIFER: Differentiable Automated Feature Engineering Guanghui Zhu Zhuoer Xu Xu Guo C. Yuan Yihua Huang 19 15 0 17 Oct 2020