Mauricio A. Álvarez
5 papers · 2011–2023 · 2 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🏃
Academic Marathon · Half
🌉
Interdisciplinary Bridge · Bronze
🐣
Hot Topic Early Bird
🏆
Keyword Champion
(3)
Venues
Top co-authors
Research topics
Keywords
gaussian process
(5)
covariance function
(3)
differential privacy
(2)
multi-output regression
(2)
process convolution
(2)
nonparametric regression
(1)
sparse approximation
(1)
convolution process
(1)
stochastic process
(1)
multiple-output regression
(1)
volterra series
(1)
hyperparameter selection
(1)
kernel methods
(1)
covariance noise
(1)
privacy-preserving machine learning
(1)
gene expression data
(1)
multi-task learning
(1)
variational inference
(1)
gaussian processes
(1)
laplace approximation
(1)
Papers
Nonparametric Gaussian Process Covariances via Multidimensional Convolutions
AISTATS 2023
Differentially Private Regression and Classification with Sparse Gaussian Processes
JMLR 2021
Non-linear process convolutions for multi-output Gaussian processes
AISTATS 2019
Differentially Private Regression with Gaussian Processes
AISTATS 2018
Computationally Efficient Convolved Multiple Output Gaussian Processes
JMLR 2011