TY - GEN
T1 - EM acceleration algorithm using the vector-ε apply in multi-user detection
AU - Jinlong, Xian
AU - Jianwu, Li
PY - 2011
Y1 - 2011
N2 - The EM iterative algorithm is a very general and popular algorithm that commonly used for missing data to find maximum likelihood in recent years, which has the character of stability, flexibility and simlicity. However, the EM algorithm has a great weakness that the convergence speed is slowly; Acceleration of the EM algorithm using the Vector-ε method is proposed in order to solve this problem in this paper. In Multi-user Detection, via this accelerated algorithm, we get a good performance which trends to ML performance and improving the computational efficiency, and compared its speed of convergence with the EM algorithm that Vector-å acceleration algorithm has faster convergence than the standard EM algorithm.
AB - The EM iterative algorithm is a very general and popular algorithm that commonly used for missing data to find maximum likelihood in recent years, which has the character of stability, flexibility and simlicity. However, the EM algorithm has a great weakness that the convergence speed is slowly; Acceleration of the EM algorithm using the Vector-ε method is proposed in order to solve this problem in this paper. In Multi-user Detection, via this accelerated algorithm, we get a good performance which trends to ML performance and improving the computational efficiency, and compared its speed of convergence with the EM algorithm that Vector-å acceleration algorithm has faster convergence than the standard EM algorithm.
KW - EM iterative algorithm
KW - Multi-user detection
KW - Vector-å algorithm
UR - http://www.scopus.com/inward/record.url?scp=79955885796&partnerID=8YFLogxK
U2 - 10.4028/www.scientific.net/AMR.225-226.280
DO - 10.4028/www.scientific.net/AMR.225-226.280
M3 - Conference contribution
AN - SCOPUS:79955885796
SN - 9783037851036
T3 - Advanced Materials Research
SP - 280
EP - 283
BT - Advanced Research on Automation, Communication, Architectonics and Materials
T2 - 2011 International Conference on Automation, Communication, Architectonics and Materials, ACAM2011
Y2 - 18 June 2011 through 19 June 2011
ER -