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CHEAPS2AGA: Bounding Space Usage in Variance-Reduced Stochastic Gradient Descent over Streaming Data and Its Asynchronous Parallel Variants.
Yaqiong Peng
Haiqiang Fei
Lun Li
Zhenquan Ding
Zhiyu Hao
Published in:
ICA3PP (2) (2020)
Keyphrases
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streaming data
stochastic gradient descent
data streams
concept drift
sliding window
loss function
anomaly detection
data distribution
matrix factorization
image processing
least squares
low dimensional
regularization parameter
data structure
pairwise
maximum likelihood