Bayesian optimization
相关论文数: 20
顶级研究者
最高引用论文
Parallel Problem Solving from Nature - PPSN VIII
引用数: 1151 • 2004
Predictive Entropy Search for Efficient Global Optimization of Black-box Functions
José Miguel Hernández-Lobato, Matthew W. Hoffman, Zoubin Ghahramani
引用数: 400 • 2014
On-the-fly closed-loop materials discovery via Bayesian active learning
引用数: 388 • 2020
Bayesian Optimization in a Billion Dimensions via Random Embeddings
Ziyu Wang, Frank Hutter, Masrour Zoghi, David S. Matheson, Nando De Feitas
引用数: 372 • 2016
On-the-fly closed-loop materials discovery via Bayesian active learning
A. Gilad Kusne, Heshan Yu, Changming Wu, H. R. Zhang, Jason Hattrick‐Simpers, Brian DeCost, Suchismita Sarker, Corey Oses, Cormac Toher, Stefano Curtarolo, Albert V. Davydov, Ritesh Agarwal, Leonid A. Bendersky, Mo Li, Apurva Mehta, Ichiro Takeuchi
引用数: 325
Bayesian optimization for learning gaits under uncertainty
Roberto Calandra, André Seyfarth, Jan Peters, Marc Peter Deisenroth
引用数: 290 • 2015
A General Framework for Uncertainty Estimation in Deep Learning
引用数: 272 • 2020
Automatic gait optimization with Gaussian process regression
Daniel J. Lizotte, Tao Wang, Michael Bowling, Dale Schuurmans
引用数: 247 • 2007
Bayesian optimization in high dimensions via random embeddings
Ziyu Wang, Masrour Zoghi, Frank Hutter, David S. Matheson, Nando de Freitas
引用数: 242 • 2013
A Bayesian exploration-exploitation approach for optimal online sensing and planning with a visually guided mobile robot
Rubén Martínez-Cantín, Nando de Freitas, Eric Brochu, José A. Castellanos, Randal Douc
引用数: 222 • 2009
Towards a fully automated algorithm driven platform for biosystems design
Mohammad HamediRad, Ran Chao, Scott Weisberg, Jiazhang Lian, Saurabh Sinha, Huimin Zhao
引用数: 192 • 2019
Autonomous materials synthesis by machine learning and robotics
Ryota Shimizu, Shigeru Kobayashi, Yuki Watanabe, Yasunobu Ando, Taro Hitosugi
引用数: 183 • 2020
AutoMoDe: A novel approach to the automatic design of control software for robot swarms
Gianpiero Francesca, Manuele Brambilla, Arne Brutschy, Vito Trianni, Mauro Birattari
引用数: 168 • 2014
Robot Programming by Demonstration: A Probabilistic Approach
Sylvain Calinon
引用数: 164 • 2021
Scalable Global Optimization via Local Bayesian Optimization
David Eriksson, Michael Pearce, Jacob R. Gardner, R.D. Turner, Matthias Poloczek
引用数: 144 • 2019
Toward autonomous additive manufacturing: Bayesian optimization on a 3D printer
James R. Deneault, Jorge Chang, Jay I. Myung, Daylond Hooper, Andrew Armstrong, Mark A. Pitt, Benji Maruyama
引用数: 143 • 2021
Information-theoretic exploration with Bayesian optimization
Shi Bai, Jinkun Wang, Fanfei Chen, Brendan Englot
引用数: 132 • 2016
Machine learning in nuclear materials research
Dane Morgan, Ghanshyam Pilania, Adrien Couet, Blas P. Uberuaga, Cheng Sun, Ju Li
引用数: 122 • 2022
Virtual vs. real: Trading off simulations and physical experiments in reinforcement learning with Bayesian optimization
Alonso Marco, Felix Berkenkamp, Philipp Hennig, Angela P. Schoellig, Andreas Krause, Stefan Schaal, Sebastian Trimpe
引用数: 111 • 2017
Statistical Learning by Imitation of Competing Constraints in Joint Space and Task Space
Sylvain Calinon, Aude Billard
引用数: 110 • 2009