IEEE - Institute of Electrical and Electronics Engineers, Inc. - Accelerating generalized iterative scaling using componentwise extrapolations for on-line conditional random fields

2010 International Conference on Machine Learning and Cybernetics (ICMLC)

Author(s): Hee-Deok Yang ; Seong-Whan Lee
Publisher: IEEE - Institute of Electrical and Electronics Engineers, Inc.
Publication Date: 1 July 2010
Conference Location: Qingdao, China, China
Conference Date: 11 July 2010
Volume: 6
Page(s): 3,169 - 3,173
ISBN (CD): 978-1-4244-6525-5
ISBN (Electronic): 978-1-4244-6527-9
ISBN (Paper): 978-1-4244-6526-2
DOI: 10.1109/ICMLC.2010.5580707
Regular:

In this paper, a simple and globally convergent method based on penalized generalized iterative scaling (GIS) with staggered Aitken acceleration is proposed to efficiently estimate the parameters... View More

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