Automatic Machine Learning by Pipeline Synthesis using Model-Based
Reinforcement Learning and a Grammar

Automatic Machine Learning by Pipeline Synthesis using Model-Based Reinforcement Learning and a Grammar

24 May 2019

Yamuna Krishnamurthy

Raoni Lourenço

Claudio Silva

Papers citing "Automatic Machine Learning by Pipeline Synthesis using Model-Based Reinforcement Learning and a Grammar"

6 / 6 papers shown

Title
Generating Skyline Datasets for Data Science Models Mengying Wang Hanchao Ma Yiyang Bian Yangxin Fan Yinghui Wu 44 0 0 16 Feb 2025
CleanSurvival: Automated data preprocessing for time-to-event models using reinforcement learning Yousef Koka David Selby Gerrit Großmann Sebastian Vollmer AI4TS 76 0 0 06 Feb 2025
A Survey of Open Source Automation Tools for Data Science Predictions Nicholas Hoell 27 0 0 24 Aug 2022
Ensemble Squared: A Meta AutoML System Jason Yoo Tony Joseph Dylan Yung S. Nasseri Frank D. Wood MoE 27 8 0 10 Dec 2020
Auto-Sklearn 2.0: Hands-free AutoML via Meta-Learning Matthias Feurer Katharina Eggensperger Stefan Falkner Marius Lindauer Frank Hutter 35 266 0 08 Jul 2020
DeepLine: AutoML Tool for Pipelines Generation using Deep Reinforcement Learning and Hierarchical Actions Filtering Yuval Heffetz Roman Vainshtein Gilad Katz Lior Rokach 17 39 0 31 Oct 2019