Efficient Hyperparameter Optimization of Deep Learning Algorithms Using Deterministic RBF Surrogates

28 July 2016

Papers citing "Efficient Hyperparameter Optimization of Deep Learning Algorithms Using Deterministic RBF Surrogates"

27 / 27 papers shown

Title
A Deep Neural Network -- Mechanistic Hybrid Model to Predict Pharmacokinetics in Rat Florian Führer Andrea Gruber Holger Diedam A. Göller Stephan Menz S. Schneckener 28 3 0 13 Oct 2023
Landscape-Sketch-Step: An AI/ML-Based Metaheuristic for Surrogate Optimization Problems Rafael Monteiro K. Sau 29 1 0 14 Sep 2023
HomOpt: A Homotopy-Based Hyperparameter Optimization Method Sophia J. Abraham K. D. G. Maduranga Jeffery Kinnison Zachariah Carmichael Jonathan D. Hauenstein Walter J. Scheirer 26 1 0 07 Aug 2023
A Surrogate-Assisted Highly Cooperative Coevolutionary Algorithm for Hyperparameter Optimization in Deep Convolutional Neural Network An Chen Zhigang Ren Muyi Wang Hui Chen Haoxi Leng Shuai Liu 28 2 0 25 Feb 2023
Fully Elman Neural Network: A Novel Deep Recurrent Neural Network Optimized by an Improved Harris Hawks Algorithm for Classification of Pulmonary Arterial Wedge Pressure M. Fetanat Michael C. Stevens P. Jain C. Hayward Erik H. W. Meijering N. Lovell 31 24 0 16 Jan 2023
Adaptive Gradient Methods with Local Guarantees Zhou Lu Wenhan Xia Sanjeev Arora Elad Hazan ODL 27 9 0 02 Mar 2022
Advances in Electron Microscopy with Deep Learning Jeffrey M. Ede 35 2 0 04 Jan 2021
A Study of Checkpointing in Large Scale Training of Deep Neural Networks Elvis Rojas A. Kahira Esteban Meneses L. Bautista-Gomez Rosa M. Badia 29 22 0 01 Dec 2020
On tuning deep learning models: a data mining perspective M. Öztürk 13 0 0 19 Nov 2020
Review: Deep Learning in Electron Microscopy Jeffrey M. Ede 36 79 0 17 Sep 2020
On Hyperparameter Optimization of Machine Learning Algorithms: Theory and Practice Li Yang Abdallah Shami AI4CE 20 2,032 0 30 Jul 2020
Hyperparameter Optimization in Neural Networks via Structured Sparse Recovery Minsu Cho Mohammadreza Soltani C. Hegde 14 1 0 07 Jul 2020
Hyperparameter Optimization in Binary Communication Networks for Neuromorphic Deployment Maryam Parsa Catherine D. Schuman Prasanna Date Derek C. Rose Bill Kay ... Steven R. Young Ryan Dellana William M. Severa T. Potok Kaushik Roy 21 4 0 21 Apr 2020
Weighted Random Search for Hyperparameter Optimization A. Florea Razvan Andonie 25 48 0 03 Apr 2020
Weighted Random Search for CNN Hyperparameter Optimization Razvan Andonie A. Florea 30 55 0 30 Mar 2020
A Simple Heuristic for Bayesian Optimization with A Low Budget Masahiro Nomura Kenshi Abe 26 1 0 18 Nov 2019
Surrogate Optimization of Deep Neural Networks for Groundwater Predictions Juliane Müller Jangho Park R. Sahu C. Varadharajan B. Arora B. Faybishenko D. Agarwal AI4CE 30 72 0 28 Aug 2019
Reducing The Search Space For Hyperparameter Optimization Using Group Sparsity Minsu Cho C. Hegde 19 11 0 24 Apr 2019
Multi-objective Bayesian optimisation with preferences over objectives Majid Abdolshah A. Shilton Santu Rana Sunil R. Gupta Svetha Venkatesh 24 47 0 12 Feb 2019
Multi-level CNN for lung nodule classification with Gaussian Process assisted hyperparameter optimization Miao Zhang Huiqi Li Juan Lyu S. Ling Steven W. Su AI4CE 17 11 0 02 Jan 2019
Automatic hyperparameter selection in Autodock H. Rakhshani L. Idoumghar Julien Lepagnot Mathieu Brévilliers E. Keedwell 18 1 0 02 Dec 2018
Fast Hyperparameter Optimization of Deep Neural Networks via Ensembling Multiple Surrogates Yang Li Jiawei Jiang Yingxia Shao Bin Cui AI4CE 11 0 0 06 Nov 2018
Characterizing the hyper-parameter space of LSTM language models for mixed context applications Victor Akinwande S. Remy 21 1 0 08 Dec 2017
Reinforcement Learning To Adapt Speech Enhancement to Instantaneous Input Signal Quality Rasool Fakoor Xiaodong He I. Tashev Shuayb Zarar 27 11 0 29 Nov 2017
SHADHO: Massively Scalable Hardware-Aware Distributed Hyperparameter Optimization Jeffery Kinnison Nathaniel Kremer-Herman D. Thain Walter J. Scheirer 25 11 0 05 Jul 2017
Hyperparameter Optimization: A Spectral Approach Elad Hazan Adam R. Klivans Yang Yuan 27 118 0 02 Jun 2017
Hyperparameter Transfer Learning through Surrogate Alignment for Efficient Deep Neural Network Training Ilija Ilievski Jiashi Feng AAML 18 1 0 31 Jul 2016