Automated Machine Learning on Big Data using Stochastic Algorithm Tuning

Automated Machine Learning on Big Data using Stochastic Algorithm Tuning

30 July 2014

Michael A. Osborne

Stephen J. Roberts

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Papers citing "Automated Machine Learning on Big Data using Stochastic Algorithm Tuning"

13 / 13 papers shown

Title
ASP: Automatic Selection of Proxy dataset for efficient AutoML Peng Yao Chao Liao Jiyuan Jia Jianchao Tan Bin Chen Chengru Song Di Zhang 57 3 0 17 Oct 2023
Inducing Point Allocation for Sparse Gaussian Processes in High-Throughput Bayesian Optimisation Henry B. Moss Sebastian W. Ober Victor Picheny 112 26 0 24 Jan 2023
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
Computationally Efficient High-Dimensional Bayesian Optimization via Variable Selection Yi Shen Carl Kingsford 79 10 0 20 Sep 2021
Techniques for Automated Machine Learning Yi-Wei Chen Qingquan Song Helen Zhou 67 50 0 21 Jul 2019
Benchmark and Survey of Automated Machine Learning Frameworks Marc-André Zöller Marco F. Huber 75 86 0 26 Apr 2019
Progressive Sampling-Based Bayesian Optimization for Efficient and Automatic Machine Learning Model Selection Xueqiang Zeng G. Luo 54 75 0 06 Dec 2018
Implementation of Deep Convolutional Neural Network in Multi-class Categorical Image Classification P. Murugan 39 18 0 03 Jan 2018
Hyperparameters Optimization in Deep Convolutional Neural Network / Bayesian Approach with Gaussian Process Prior P. Murugan BDL 72 28 0 19 Dec 2017
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
Mondrian Forests for Large-Scale Regression when Uncertainty Matters Balaji Lakshminarayanan Daniel M. Roy Yee Whye Teh UQCV 127 56 0 11 Jun 2015
Scalable Bayesian Optimization Using Deep Neural Networks Jasper Snoek Oren Rippel Kevin Swersky Ryan Kiros N. Satish N. Sundaram Md. Mostofa Ali Patwary P. Prabhat Ryan P. Adams BDL UQCV 106 1,045 0 19 Feb 2015
Big Learning with Bayesian Methods Jun Zhu Jianfei Chen Wenbo Hu Bo Zhang BDL 544 84 0 24 Nov 2014