Lili Zheng
3 papers · 2020–2022 · 2 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
🐣
Hot Topic Early Bird
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Keywords
gaussian process
(2)
hyperparameter estimation
(2)
kernel methods
(2)
network estimation
(1)
stochastic gradient descent
(1)
convergence guarantee
(1)
autoregressive model
(1)
mini-batch stochastic gradient descent
(1)
correlated sample
(1)
high-dimensional time series
(1)
multivariate time series
(1)
convex optimization
(1)
convergence analysis
(1)
Papers
Gaussian Process Parameter Estimation Using Mini-batch Stochastic Gradient Descent: Convergence Guarantees and Empirical Benefits
JMLR 2022
Context-dependent Networks in Multivariate Time Series: Models, Methods, and Risk Bounds in High Dimensions
JMLR 2021
Stochastic Gradient Descent in Correlated Settings: A Study on Gaussian Processes
NeurIPS 2020