Multi-Information Source Optimization

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Multi-Information Source Optimization

1 March 2016

Matthias Poloczek

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Papers citing "Multi-Information Source Optimization"

18 / 68 papers shown

Title
Knowledge Gradient for Selection with Covariates: Consistency and Computation Liang Ding L. Hong Haihui Shen Xiaowei Zhang BDL 100 27 0 12 Jun 2019
Lifelong Bayesian Optimization Yao Zhang James Jordon Ahmed Alaa M. Schaar 123 11 0 29 May 2019
Bayesian Optimization for Policy Search via Online-Offline Experimentation Benjamin Letham E. Bakshy OffRL 97 56 0 01 Apr 2019
Active Multi-Information Source Bayesian Quadrature A. Gessner Javier I. González Maren Mahsereci 81 30 0 27 Mar 2019
Deep Gaussian Processes for Multi-fidelity Modeling Kurt Cutajar Mark Pullin Andreas C. Damianou Neil D. Lawrence Javier I. González AI4CE 80 110 0 18 Mar 2019
Tuning Hyperparameters without Grad Students: Scalable and Robust Bayesian Optimisation with Dragonfly Kirthevasan Kandasamy Karun Raju Vysyaraju Willie Neiswanger Biswajit Paria Christopher R. Collins J. Schneider Barnabás Póczós Eric Xing 95 178 0 15 Mar 2019
Practical Multi-fidelity Bayesian Optimization for Hyperparameter Tuning Jian Wu Saul Toscano-Palmerin P. Frazier A. Wilson 72 132 0 12 Mar 2019
Harnessing Low-Fidelity Data to Accelerate Bayesian Optimization via Posterior Regularization B. Liu UQCV 72 2 0 11 Feb 2019
Multi-fidelity Bayesian Optimization with Max-value Entropy Search and its parallelization Shion Takeno H. Fukuoka Yuhki Tsukada T. Koyama M. Shiga Ichiro Takeuchi Masayuki Karasuyama 87 40 0 24 Jan 2019
Regret bounds for meta Bayesian optimization with an unknown Gaussian process prior Zi Wang Beomjoon Kim L. Kaelbling 77 54 0 23 Nov 2018
Noisy Blackbox Optimization with Multi-Fidelity Queries: A Tree Search Approach Rajat Sen Kirthevasan Kandasamy Sanjay Shakkottai 36 23 0 24 Oct 2018
A Tutorial on Bayesian Optimization P. Frazier GP 196 1,805 0 08 Jul 2018
BOHB: Robust and Efficient Hyperparameter Optimization at Scale Stefan Falkner Aaron Klein Frank Hutter BDL 247 1,102 0 04 Jul 2018
Contour location via entropy reduction leveraging multiple information sources A. Marques Rémi R. Lam Karen E. Willcox 56 32 0 19 May 2018
Bayesian Optimization with Expensive Integrands Saul Toscano-Palmerin P. Frazier 56 49 0 23 Mar 2018
Experimental Design for Non-Parametric Correction of Misspecified Dynamical Models Gal Shulkind L. Horesh H. Avron 82 16 0 02 May 2017
Multi-fidelity Bayesian Optimisation with Continuous Approximations Kirthevasan Kandasamy Gautam Dasarathy J. Schneider Barnabás Póczós 76 221 0 18 Mar 2017
Bayesian Optimization with Gradients Jian Wu Matthias Poloczek A. Wilson P. Frazier 94 210 0 13 Mar 2017