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GMNS BASED TENSOR DECOMPOSITION

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GMNS BASED TENSOR DECOMPOSITION

VIETNAM NATIONAL UNIVERISTY, HANOIUNIVERSITY OF ENGINEERING AND TECHNOLOGYLE TRUNG THANHGMNS-BASED TENSOR DECOMPOSITIONMASTER THESIS: COMMUNICATIONS E

GMNS BASED TENSOR DECOMPOSITION ENGINEERINGHanoi. 11/2018VIETNAM NATIONAL ƯNIVERISTY, HANOIUNIVERSITY OF ENGINEERING AND TECHNOLOGYLE TRUNG THANHGMNS-BASED TENSOR DECOMPOSITIONProgra

m: Communications EngineeringMajor: Electronics and Communications EngineeringCode: 8510302.02MASTER THESIS: COMMUNICATIONS ENGINEERINGSUPERVISOR: Ass GMNS BASED TENSOR DECOMPOSITION

oc. Prof. NGUYEN LINTI TRUNGHanoi - 11/2018Authorship‘7 hereby declare that the work contained in this thesis is of my own and has not. been previousl

GMNS BASED TENSOR DECOMPOSITION

y submitted for a degree or diploma al this or any other higher education institution. To the best of my knowledge and belief, the thesis contains no

VIETNAM NATIONAL UNIVERISTY, HANOIUNIVERSITY OF ENGINEERING AND TECHNOLOGYLE TRUNG THANHGMNS-BASED TENSOR DECOMPOSITIONMASTER THESIS: COMMUNICATIONS E

GMNS BASED TENSOR DECOMPOSITION ................supervisor's approval“I hereby approve that the thesis in its current form is ready for committee examination as a requirement for the

Degree of Master in Electronics and Communications Engineering at the University of Engineering and Technology”.Signature: .......................... GMNS BASED TENSOR DECOMPOSITION

........................iiAck no w lcdg 1 n ent sThis thesis would not have been possible without the guidance and the help of several individuals who

GMNS BASED TENSOR DECOMPOSITION

contributed and extended their valuable assistance in the preparation and completion of this study.I am deeply thankful to my family, who have been s

VIETNAM NATIONAL UNIVERISTY, HANOIUNIVERSITY OF ENGINEERING AND TECHNOLOGYLE TRUNG THANHGMNS-BASED TENSOR DECOMPOSITIONMASTER THESIS: COMMUNICATIONS E

GMNS BASED TENSOR DECOMPOSITION sor. Prof. Nguyen Linh Trung who introduced me to the interesting research problem of tensor analysis that combines multilinear algebra and signal pro

cessing. Under his guidance. I have learned many useful things from him such as passion, patience and academic integrity. 1 am lucky to have him as my GMNS BASED TENSOR DECOMPOSITION

supervisor. To mo, ho is the best supervisor who a student can ask for. Many thanks to Dr. Nguyen Viet Dung for his support, valuable comments on my

GMNS BASED TENSOR DECOMPOSITION

work, as well as his professional experience in academic life. My main results in this thesis arc inspired directly from his GMNN algorithm for subspa

VIETNAM NATIONAL UNIVERISTY, HANOIUNIVERSITY OF ENGINEERING AND TECHNOLOGYLE TRUNG THANHGMNS-BASED TENSOR DECOMPOSITIONMASTER THESIS: COMMUNICATIONS E

GMNS BASED TENSOR DECOMPOSITION o, Mr. Nguyen Thanh Trung, Dr. Nguyen Thi Hong Thinh, Dr. Le Vu Ha and Prof. Karim Abed-Meraim for all their enthusiastic guidance and encouragement d

uring the study and preparation for my thesis.Finally, I would like to express my great appreciation to all professors of the Faculty of Electronics a GMNS BASED TENSOR DECOMPOSITION

nd Telecommunications for their kind teaching during the two years of my study.The work presented in tins thesis is based on the research and developm

GMNS BASED TENSOR DECOMPOSITION

ent conducted in Signals and Systems Laboratory (SSL) at University of Engineering and Technology within Vietnam National University, Hanoi (UET-VNU)

VIETNAM NATIONAL UNIVERISTY, HANOIUNIVERSITY OF ENGINEERING AND TECHNOLOGYLE TRUNG THANHGMNS-BASED TENSOR DECOMPOSITIONMASTER THESIS: COMMUNICATIONS E

GMNS BASED TENSOR DECOMPOSITION presented in the following publication:|1 Le Trung Thanh. Nguyen Viet-Dung, Nguyen Linh-Thing and Karim Abcd-Meraim. “Three-Way Tensor Decompositions:

A Generalized Minimum Noise Subspace Based Approach.” REV Journal on Electronics and Communications, vol. 8, no. 1-2, 2018. GMNS BASED TENSOR DECOMPOSITION

VIETNAM NATIONAL UNIVERISTY, HANOIUNIVERSITY OF ENGINEERING AND TECHNOLOGYLE TRUNG THANHGMNS-BASED TENSOR DECOMPOSITIONMASTER THESIS: COMMUNICATIONS E

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