Mauricio A. Álvarez
5 papers · 2011–2023 · 2 conferences · across top CS/AI conferences
Achievements
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🧭 Keyword Pioneer 🐣 Hot Topic Early Bird 🌍 Conference Polyglot (2) 🏃 Academic Marathon (12) 🐝 Cross-Pollinator (13)
🌉
Interdisciplinary Bridge
🏆
Keyword Champion
(3)
Conferences
AISTATS (3)
JMLR (2)
Top co-authors
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 datum
(1)
variational inference
(1)
gaussian processes
(1)
multitask learning
(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