An ADMM Based Framework for AutoML Pipeline Configuration

An ADMM Based Framework for AutoML Pipeline Configuration

1 May 2019

Deepak Vijaykeerthy

Djallel Bouneffouf

Gregory Bramble

Horst Samulowitz

Alexander G. Gray

Papers citing "An ADMM Based Framework for AutoML Pipeline Configuration"

15 / 15 papers shown

Title
AlphaD3M: Machine Learning Pipeline Synthesis Iddo Drori Yamuna Krishnamurthy Rémi Rampin Raoni Lourenço Jorge Piazentin Ono Kyunghyun Cho Claudio Silva J. Freire 52 85 0 03 Nov 2021
A Primer on Zeroth-Order Optimization in Signal Processing and Machine Learning Sijia Liu Pin-Yu Chen B. Kailkhura Gaoyuan Zhang A. Hero III P. Varshney 67 230 0 11 Jun 2020
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 200 313 0 05 Sep 2019
Meta-Learning: A Survey Joaquin Vanschoren FedML OOD 60 763 0 08 Oct 2018
OBOE: Collaborative Filtering for AutoML Model Selection Chengrun Yang Yuji Akimoto Dae Won Kim Madeleine Udell 50 101 0 09 Aug 2018
BOHB: Robust and Efficient Hyperparameter Optimization at Scale Stefan Falkner Aaron Klein Frank Hutter BDL 189 1,093 0 04 Jul 2018
Zeroth-Order Stochastic Variance Reduction for Nonconvex Optimization Sijia Liu B. Kailkhura Pin-Yu Chen Pai-Shun Ting Shiyu Chang Lisa Amini 87 182 0 25 May 2018
Autostacker: A Compositional Evolutionary Learning System Boyuan Chen Harvey Wu Warren Mo I. Chattopadhyay Hod Lipson BDL 41 84 0 02 Mar 2018
A comparative study of fairness-enhancing interventions in machine learning Sorelle A. Friedler C. Scheidegger Suresh Venkatasubramanian Sonam Choudhary Evan P. Hamilton Derek Roth FaML 93 640 0 13 Feb 2018
Hyperband: A Novel Bandit-Based Approach to Hyperparameter Optimization Lisha Li Kevin Jamieson Giulia DeSalvo Afshin Rostamizadeh Ameet Talwalkar 207 2,321 0 21 Mar 2016
Selecting Near-Optimal Learners via Incremental Data Allocation Ashish Sabharwal Horst Samulowitz Gerald Tesauro 51 64 0 31 Dec 2015
Non-stochastic Best Arm Identification and Hyperparameter Optimization Kevin Jamieson Ameet Talwalkar 183 579 0 27 Feb 2015
On the Linear Convergence of the Alternating Direction Method of Multipliers Mingyi Hong Zhi-Quan Luo 75 721 0 20 Aug 2012
Auto-WEKA: Combined Selection and Hyperparameter Optimization of Classification Algorithms C. Thornton Frank Hutter Holger H. Hoos Kevin Leyton-Brown 69 76 0 18 Aug 2012
Practical Bayesian Optimization of Machine Learning Algorithms Jasper Snoek Hugo Larochelle Ryan P. Adams 327 7,923 0 13 Jun 2012