AN INEQUALITY FOR RATIONAL FUNCTIONS WITH APPLICATIONS TO SOME STATISTICAL ESTIMATION PROBLEMS

被引:92
作者
GOPALAKRISHNAN, PS
KANEVSKY, D
NADAS, A
NAHAMOO, D
机构
[1] IBM Research Division, T. J. Watson Research, Yorktown Heights, NY 10598
关键词
hidden; Markov models; Nonlinear optimization; speech recognition; statistical estimation;
D O I
10.1109/18.61108
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The well-known Baum-Eagon ineauality 131 provides an effective iterative scheme for finding a local maximum for homogeneous polynomials with positive coefficients over a domain of probability values. However, in many applications we are interested in maximizing a general rational function. We extend the Baum-Eagon inequality to rational functions. We briefly describe some of the applications of this inequality to statistical estimation problems. © 1991 IEEE
引用
收藏
页码:107 / 113
页数:7
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