Benchmarking Automatic Machine Learning Frameworks

17 August 2018

Papers citing "Benchmarking Automatic Machine Learning Frameworks"

15 / 15 papers shown

Title
Assessing the Use of AutoML for Data-Driven Software Engineering Fabio Calefato L. Quaranta F. Lanubile Marcos Kalinowski 80 7 0 20 Jul 2023
AMLB: an AutoML Benchmark Pieter Gijsbers Marcos L. P. Bueno Stefan Coors E. LeDell Sébastien Poirier Janek Thomas B. Bischl Joaquin Vanschoren 81 57 0 25 Jul 2022
Automated machine learning: AI-driven decision making in business analytics Marc Schmitt 40 70 0 21 May 2022
Towards Green Automated Machine Learning: Status Quo and Future Directions Tanja Tornede Alexander Tornede Jonas Hanselle Marcel Wever F. Mohr Eyke Hüllermeier 118 38 0 10 Nov 2021
Benchmarking AutoML Frameworks for Disease Prediction Using Medical Claims R. Romero Mariefel Nicole Y. Deypalan Suchit Mehrotra John Titus Jungao N. Sheils E. Manduchi Jason W. Moore OOD 13 20 0 22 Jul 2021
Surrogate Model Based Hyperparameter Tuning for Deep Learning with SPOT Thomas Bartz-Beielstein Frederik Rehbach Amrita Sen Martin Zaefferer 53 0 0 30 May 2021
Post-processing Multi-Model Medium-Term Precipitation Forecasts Using Convolutional Neural Networks Bob de Ruiter AI4Cl 35 3 0 14 May 2021
A Neophyte With AutoML: Evaluating the Promises of Automatic Machine Learning Tools Oleg Bezrukavnikov Rhema Linder 38 12 0 14 Jan 2021
AutonoML: Towards an Integrated Framework for Autonomous Machine Learning D. Kedziora Katarzyna Musial Bogdan Gabrys 83 17 0 23 Dec 2020
AutoWeka4MCPS-AVATAR: Accelerating Automated Machine Learning Pipeline Composition and Optimisation Tien-Dung Nguyen Bogdan Gabrys Katarzyna Musial 25 10 0 21 Nov 2020
Testing the Robustness of AutoML Systems Tuomas Halvari J. Nurminen T. Mikkonen 24 12 0 06 May 2020
AVATAR -- Machine Learning Pipeline Evaluation Using Surrogate Model Tien-Dung Nguyen Tomasz Maszczyk Katarzyna Musial Marc-André Zöller Bogdan Gabrys 39 12 0 30 Jan 2020
Techniques for Automated Machine Learning Yi-Wei Chen Qingquan Song Helen Zhou 65 50 0 21 Jul 2019
An Open Source AutoML Benchmark Pieter Gijsbers E. LeDell Janek Thomas Sébastien Poirier B. Bischl Joaquin Vanschoren VLM 73 242 0 01 Jul 2019
Benchmark and Survey of Automated Machine Learning Frameworks Marc-André Zöller Marco F. Huber 62 86 0 26 Apr 2019