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Periodic step-size adaptation in second-order gradient descent for single-pass on-line structured learning.
Chun-Nan Hsu
Han-Shen Huang
Yu-Ming Chang
Yuh-Jye Lee
Published in:
Mach. Learn. (2009)
Keyphrases
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step size
single pass
structured learning
cost function
stochastic gradient descent
convergence rate
conditional random fields
convergence speed
structured prediction
maximum margin
higher order
learning models
loss function
objective function
global features
pairwise
high order
multiscale
linear combination