A new approach of matrix factorization on complex domain for data representation

Viet Hang Duong, Manh Quan Bui, Jian Jiun Ding, Yuan Shan Lee, Bach Tung Pham, Pham The Bao, Jia Ching Wang

研究成果: 雜誌貢獻期刊論文同行評審

4 引文 斯高帕斯(Scopus)

摘要

This work presents a new approach which derives a learned data representation method through matrix factorization on the complex domain. In particular, we introduce an encoding matrix-a new representation of data-that satisfies the simplicial constraint of the projective basis matrix on the field of complex numbers. A complex optimization framework is provided. It employs the gradient descent method and computes the derivative of the cost function based on Wirtinger’s calculus.

原文???core.languages.en_GB???
頁(從 - 到)3059-3063
頁數5
期刊IEICE Transactions on Information and Systems
E100D
發行號12
DOIs
出版狀態已出版 - 12月 2017

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