Publications-Periodical Articles

Article View/Open

Publication Export

Google ScholarTM

NCCU Library

Citation Infomation

Related Publications in TAIR

題名 Asymptotic analysis of generalized orthogonal flows
作者 郭岳承
Kuo, Yueh-Cheng;Lin, Huey-Er;Shieh, Shih-Feng
貢獻者 應數系
關鍵詞 Orthogonal iteration; Orthogonal flow; Generalized orthogonal flow; Oja-like flow; Minimal variation; Rate of convergence
日期 2025-07
上傳時間 21-Aug-2025 09:34:39 (UTC+8)
摘要 In this paper, we examine a matrix differential equation that approximates the k-dimensional dominant eigenspace of a matrix. We determine that its solution is orthonormal, and thus we denote this solution as the generalized orthogonal flow. We also ensure its existence and uniqueness for all time t E R. In addition, we construct a particular generalized orthogonal flow that possesses minimal variation. Our findings show that the path with minimal variation is identical to an Oja-like flow. Furthermore, we conduct an in-depth analysis of the asymptotic behavior and the rate of convergence of Oja-like flow.
關聯 Linear algebra and its applications, Vol.717, pp.1-25
資料類型 article
DOI https://doi.org/10.1016/j.laa.2025.03.018
dc.contributor 應數系
dc.creator (作者) 郭岳承
dc.creator (作者) Kuo, Yueh-Cheng;Lin, Huey-Er;Shieh, Shih-Feng
dc.date (日期) 2025-07
dc.date.accessioned 21-Aug-2025 09:34:39 (UTC+8)-
dc.date.available 21-Aug-2025 09:34:39 (UTC+8)-
dc.date.issued (上傳時間) 21-Aug-2025 09:34:39 (UTC+8)-
dc.identifier.uri (URI) https://nccur.lib.nccu.edu.tw/handle/140.119/158888-
dc.description.abstract (摘要) In this paper, we examine a matrix differential equation that approximates the k-dimensional dominant eigenspace of a matrix. We determine that its solution is orthonormal, and thus we denote this solution as the generalized orthogonal flow. We also ensure its existence and uniqueness for all time t E R. In addition, we construct a particular generalized orthogonal flow that possesses minimal variation. Our findings show that the path with minimal variation is identical to an Oja-like flow. Furthermore, we conduct an in-depth analysis of the asymptotic behavior and the rate of convergence of Oja-like flow.
dc.format.extent 105 bytes-
dc.format.mimetype text/html-
dc.relation (關聯) Linear algebra and its applications, Vol.717, pp.1-25
dc.subject (關鍵詞) Orthogonal iteration; Orthogonal flow; Generalized orthogonal flow; Oja-like flow; Minimal variation; Rate of convergence
dc.title (題名) Asymptotic analysis of generalized orthogonal flows
dc.type (資料類型) article
dc.identifier.doi (DOI) 10.1016/j.laa.2025.03.018
dc.doi.uri (DOI) https://doi.org/10.1016/j.laa.2025.03.018