Fast Cross-Validation via Sequential Testing

v1v2v3v4v5v6 (latest)

Fast Cross-Validation via Sequential Testing

11 June 2012

ArXiv (abs)PDF HTML

Papers citing "Fast Cross-Validation via Sequential Testing"

15 / 15 papers shown

Title
Don't Waste Your Time: Early Stopping Cross-Validation Eddie Bergman Lennart Purucker Frank Hutter 81 6 0 06 May 2024
ASP: Automatic Selection of Proxy dataset for efficient AutoML Peng Yao Chao Liao Jiyuan Jia Jianchao Tan Bin Chen Chengru Song Di Zhang 59 3 0 17 Oct 2023
HyperImpute: Generalized Iterative Imputation with Automatic Model Selection Daniel Jarrett B. Cebere Tennison Liu Alicia Curth M. Schaar 63 78 0 15 Jun 2022
AUTOMATA: Gradient Based Data Subset Selection for Compute-Efficient Hyper-parameter Tuning Krishnateja Killamsetty Guttu Sai Abhishek Aakriti A. Evfimievski Lucian Popa Ganesh Ramakrishnan Rishabh K. Iyer 57 26 0 15 Mar 2022
Using Sequential Statistical Tests for Efficient Hyperparameter Tuning P. Buczak A. Groll Markus Pauly J. Rehof Daniel Horn 42 2 0 23 Dec 2021
Scalable One-Pass Optimisation of High-Dimensional Weight-Update Hyperparameters by Implicit Differentiation Ross M. Clarke E. T. Oldewage José Miguel Hernández-Lobato 117 9 0 20 Oct 2021
How to tune the RBF SVM hyperparameters?: An empirical evaluation of 18 search algorithms Jacques Wainer Pablo Fonseca 59 37 0 26 Aug 2020
Exploiting Reuse in Pipeline-Aware Hyperparameter Tuning Liam Li Evan R. Sparks Kevin Jamieson Ameet Talwalkar 33 9 0 12 Mar 2019
Progressive Sampling-Based Bayesian Optimization for Efficient and Automatic Machine Learning Model Selection Xueqiang Zeng G. Luo 54 75 0 06 Dec 2018
A System for Massively Parallel Hyperparameter Tuning Liam Li Kevin Jamieson Afshin Rostamizadeh Ekaterina Gonina Moritz Hardt Benjamin Recht Ameet Talwalkar 101 388 0 13 Oct 2018
Best arm identification in multi-armed bandits with delayed feedback Aditya Grover Todor Markov Patrick Attia Norman Jin Nicholas Perkins ... M. Chen Zi Yang Stephen J. Harris W. Chueh Stefano Ermon 63 74 0 29 Mar 2018
Bootstrapping the Out-of-sample Predictions for Efficient and Accurate Cross-Validation Ioannis Tsamardinos Elissavet Greasidou Michalis Tsagris Giorgos Borboudakis OnRL 57 172 0 23 Aug 2017
Statistical comparison of classifiers through Bayesian hierarchical modelling Giorgio Corani A. Benavoli J. Demšar Francesca Mangili Marco Zaffalon 57 55 0 28 Sep 2016
Fast Bayesian Optimization of Machine Learning Hyperparameters on Large Datasets Aaron Klein Stefan Falkner Simon Bartels Philipp Hennig Frank Hutter AI4CE 98 553 0 23 May 2016
Hyperband: A Novel Bandit-Based Approach to Hyperparameter Optimization Lisha Li Kevin Jamieson Giulia DeSalvo Afshin Rostamizadeh Ameet Talwalkar 258 2,343 0 21 Mar 2016