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A Comprehensive Linear Speedup Analysis for Asynchronous Stochastic Parallel Optimization from Zeroth-Order to First-Order.
Xiangru Lian
Huan Zhang
Cho-Jui Hsieh
Yijun Huang
Ji Liu
Published in:
NIPS (2016)
Keyphrases
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stochastic programming
genetic algorithm
data analysis
lower bound
scheduling problem
higher order
statistical analysis
optimization algorithm
orders of magnitude
closed form
content analysis
quantitative analysis
linear model
parallel implementation
stochastic optimization