Feature Engineering for Predictive Modeling using Reinforcement Learning

21 September 2017

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

15 / 65 papers shown

Title
DNN2LR: Interpretation-inspired Feature Crossing for Real-world Tabular Data Zhaocheng Liu Qiang Liu Haoli Zhang Yuntian Chen 11 12 0 22 Aug 2020
Knowledge-Based Learning through Feature Generation Michal Badian Shaul Markovitch 6 0 0 06 Jun 2020
Improving Deep Learning Models via Constraint-Based Domain Knowledge: a Brief Survey Andrea Borghesi Federico Baldo M. Milano AI4CE 14 35 0 19 May 2020
SAFE: Scalable Automatic Feature Engineering Framework for Industrial Tasks Qitao Shi Ya-Lin Zhang Longfei Li Xinxing Yang Meng Li Jun Zhou 26 30 0 05 Mar 2020
Injective Domain Knowledge in Neural Networks for Transprecision Computing Andrea Borghesi Federico Baldo M. Lombardi M. Milano 9 5 0 24 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 36 124 0 17 Jan 2020
Consistent Feature Construction with Constrained Genetic Programming for Experimental Physics Noëlie Cherrier Jean-Philippe Poli Maxime Defurne F. Sabatié AI4CE 11 13 0 17 Aug 2019
Evolutionary Computation, Optimization and Learning Algorithms for Data Science F. Mohammadi M. Amini H. Arabnia 12 26 0 16 Aug 2019
Techniques for Automated Machine Learning Yi-Wei Chen Qingquan Song Xia Hu 6 47 0 21 Jul 2019
MLFriend: Interactive Prediction Task Recommendation for Event-Driven Time-Series Data Lei Xu Shubhra (Santu) Karmaker K. Veeramachaneni AI4TS 8 4 0 28 Jun 2019
Assuring the Machine Learning Lifecycle: Desiderata, Methods, and Challenges Rob Ashmore R. Calinescu Colin Paterson AI4TS 21 116 0 10 May 2019
Benchmark and Survey of Automated Machine Learning Frameworks Marc Zoller Marco F. Huber 25 86 0 26 Apr 2019
Automating Predictive Modeling Process using Reinforcement Learning Udayan Khurana Horst Samulowitz OffRL 9 4 0 02 Mar 2019
The autofeat Python Library for Automated Feature Engineering and Selection F. Horn R. Pack M. Rieger 4 92 0 22 Jan 2019
DarwinML: A Graph-based Evolutionary Algorithm for Automated Machine Learning Fei Qi Z. Xia Gaoyang Tang Hang Yang Yu Song Guangrui Qian Xiong An Chunhuan Lin Guangming Shi AI4CE 17 5 0 20 Nov 2018