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博碩士論文 etd-0623109-212714 詳細資訊
Title page for etd-0623109-212714
論文名稱
Title
分裂可行性問題之迭代方法
Iterative Approaches to the Split Feasibility Problem
系所名稱
Department
畢業學年期
Year, semester
語文別
Language
學位類別
Degree
頁數
Number of pages
28
研究生
Author
指導教授
Advisor
召集委員
Convenor
口試委員
Advisory Committee
口試日期
Date of Exam
2009-06-16
繳交日期
Date of Submission
2009-06-23
關鍵字
Keywords
CQ演算法、梯度投影法、絕對非擴張映射、反強單調算子、平均映射、投影、分裂可行性問題、鬆弛CQ演算法
firmly nonexpansive mapping, relaxed CQ algorithm., CQ algorithm, gradient projectionalgorithm, projection, averaged mapping, Split feasibility problem, inverse strongly monotone operator
統計
Statistics
本論文已被瀏覽 5714 次,被下載 1383
The thesis/dissertation has been browsed 5714 times, has been downloaded 1383 times.
中文摘要
摘要
在本論文中,我們將討論「分裂可行性問題」(SFP)之迭代方法。
我們從兩個角度來研究「CQ演算法」:最優化方法和固定點方法。前
者,我們應用梯度投影法證明其收斂性;後者,則用固定點演算法。
我們也研究「鬆弛CQ演算法」,其C和Q是凸函數的水平集合。因此,
我們提出一個收斂定理,並且提供一個較簡單的,有別於原作者Yang
[7] 的証明方法。
Abstract
In this paper we discuss iterative algorithms for solving the split feasibility
problem (SFP). We study the CQ algorithm from two approaches: one
is an optimization approach and the other is a fixed point approach. We
prove its convergence first as the gradient-projection algorithm and secondly
as a fixed point algorithm. We also study a relaxed CQ algorithm in the
case where the sets C and Q are level sets of convex functions. In such case
we present a convergence theorem and provide a different and much simpler
proof compared with that of Yang [7].
目次 Table of Contents
Contents
1 Introduction 1
2 Preliminaries 3
3 The CQ algorithm 9
4 A relaxed CQ algorithm and its convergence 16
References 22
參考文獻 References
References
[1] C. Byrne, Iterative oblique projection onto convex subsets and the split feasibility
problem, Inverse Problems, 18 (2002), 441-453.
[2] C. Byrne, A unified treatment of some iterative algorithms in signal processing
and image reconstruction, Inverse Problems, 20 (2004), 103-120.
[3] Y. Censor and T. Elfving, A multiprojection algorithm using Bregman projections
in a priduct space, Numer. Algorithms 8 (1994), 221-239.
[4] K. Goebel and W. A. Kirk, Topics in Metric Fixed Point Theory, Cambridge
Studies in Advanced Mathematics, vol. 28, Cambridge University Press, 1990.
[5] A. Ruszczynski (2006), “Nonlinear optimization,” Princeton University Press.
[6] B. Qu and N. Xiu, A note on the CQ algorithm for the split feasibility problem,
Inverse Problems 21 (2005), 1655-1665.
[7] Q. Yang, The relaxed CQ algorithm for solving the split feasibility problem,
Inverse Problems 20 (2004), 1261-1266.
[8] J. Zhao and Q. Yang, Several solution methods for the split feasibility problem,
Inverse Problems 21 (2005), 1791-1799.
[9] H. K. Xu, A variable Krasnosel0ski˘ı-Mann algorithm and the multiple-set split
feasibility problem, Inverse Problems 22 (2006), 2021-2034.
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