Gustavo Malkomes
8 papers · 2015–2021 · 3 venues · across top CS/AI venues
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Achievements
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π£ Hot Topic Early Bird π Academic Marathon Β· Sprint π Interdisciplinary Bridge Β· Gold πΊοΈ Taxonomy Completionist (22) π Conference Polyglot Β· Bronze
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Conference Pioneer
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Renaissance Researcher
(5)
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Trend Setter
Venues
Top co-authors
Research topics
Machine Learning
(8)
Learning Types
(5)
Optimization & Theory
(5)
Bayesian & Probabilistic
(4)
Mathematics & Optimization
(3)
Optimization
(3)
Artificial Intelligence
(2)
Core Methods
(2)
Learning Paradigms
(2)
Computer Science
(1)
Data Science & Analytics
(1)
Healthcare & Medicine
(1)
Application Areas
(1)
Applications
(1)
Clinical
(1)
Keywords
bayesian optimization
(4)
model selection
(3)
active search
(3)
active learning
(3)
kernel selection
(2)
kernel methods
(2)
nonmyopic policy
(2)
distributed computing
(1)
global optimization
(1)
sequential decision making
(1)
gaussian process
(1)
exploration exploitation
(1)
constraint satisfaction
(1)
outlier detection
(1)
uncertainty quantification
(1)
multi-objective optimization
(1)
model evidence
(1)
marginal likelihood
(1)
outlier handling
(1)
labeling budget
(1)
Papers
Beyond the Pareto Efficient Frontier: Constraint Active Search for Multiobjective Experimental Design
ICML 2021
Automating Bayesian optimization with Bayesian optimization
NeurIPS 2018
Efficient nonmyopic batch active search
NeurIPS 2018
Efficient Nonmyopic Active Search
ICML 2017
Bayesian optimization for automated model selection
NeurIPS 2016
Bayesian optimization for automated model selection
AutoML 2016
Bayesian Active Model Selection with an Application to Automated Audiometry
NeurIPS 2015
Fast Distributed k-Center Clustering with Outliers on Massive Data
NeurIPS 2015