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Gustavo Malkomes
Title
Cited by
Cited by
Year
Bayesian optimization for automated model selection
G Malkomes, C Schaff, R Garnett
Advances in neural information processing systems 29, 2016
1382016
Fast distributed k-center clustering with outliers on massive data
G Malkomes, MJ Kusner, W Chen, KQ Weinberger, B Moseley
Advances in Neural Information Processing Systems 28, 2015
952015
Efficient nonmyopic active search
S Jiang, G Malkomes, G Converse, A Shofner, B Moseley, R Garnett
International Conference on Machine Learning, 1714-1723, 2017
562017
Bayesian active model selection with an application to automated audiometry
J Gardner, G Malkomes, R Garnett, KQ Weinberger, D Barbour, ...
Advances in neural information processing systems 28, 2015
492015
Automating Bayesian optimization with Bayesian optimization
G Malkomes, R Garnett
Advances in Neural Information Processing Systems 31, 2018
432018
Efficient nonmyopic batch active search
S Jiang, G Malkomes, M Abbott, B Moseley, R Garnett
Advances in Neural Information Processing Systems 31, 2018
292018
Group selfies: a robust fragment-based molecular string representation
AH Cheng, A Cai, S Miret, G Malkomes, M Phielipp, A Aspuru-Guzik
Digital Discovery 2 (3), 748-758, 2023
222023
Beyond the pareto efficient frontier: Constraint active search for multiobjective experimental design
G Malkomes, B Cheng, EH Lee, M Mccourt
International Conference on Machine Learning, 7423-7434, 2021
202021
Efficient nonmyopic active search with applications in drug and materials discovery
S Jiang, G Malkomes, B Moseley, R Garnett
arXiv preprint arXiv:1811.08871, 2018
102018
Cooperative set function optimization without communication or coordination
G Malkomes, K Lu, B Hoffman, R Garnett, B Moseley, R Mann
AAMAS'17 Proceedings of the 16th Conference on Autonomous Agents and …, 2017
62017
Accelerating psychometric screening tests with prior information
T Larsen, G Malkomes, D Barbour
Explainable AI in healthcare and medicine: Building a culture of …, 2021
52021
Accelerating psychometric screening tests with Bayesian active differential selection
TJ Larsen, G Malkomes, DL Barbour
arXiv preprint arXiv:2002.01547, 2020
32020
Active structure discovery for Gaussian processes
G Malkomes, R Garnett
ICML Workshop on AutoML, 2015
32015
An improvement of the K-SVD algorithm with applications on face recognition
G Malkomes, JP Pordeus, CF Brito
2014 Brazilian Conference on Intelligent Systems, 241-246, 2014
32014
Automated model search using bayesian optimization and genetic programming
L Schlessinger, G Malkomes, R Garnett
Workshop on Meta-Learning at Advances in Neural Information Processing Systems, 2019
22019
A stochastic framework for K-SVD with applications on face recognition
G Malkomes, CEF de Brito, JPP Gomes
Pattern Analysis and Applications 20 (3), 845-854, 2017
22017
Towards automated Bayesian optimization
G Malkomes, R Garnett
ICML AutoML Workshop, 2017
22017
Bridging Offline and Online Experimentation: Constraint Active Search for Deployed Performance Optimization
J Komiyama, G Malkomes, B Cheng, M McCourt
Transactions on Machine Learning Research, 2022
12022
Automating Active Learning for Gaussian Processes
G Malkomes
Engineering and Applied Science Theses & Dissertations 479, 2019
12019
Innovation in an adversarial collective sensing game
J Suchow, JB Plotkin, A Stewart, T Morgan, G Malkomes, PM Krafft, V Lall, ...
OSF, 2018
12018
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