图正则的大规模非负矩阵分解算法研究

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1、分类号TP181学号14063085UDC004.8密级公开工程硕士学位论文图正则的大规模非负矩阵分解算法研究硕士生姓名高梓桁工程领域软件工程研究方向机器学习指导教师黄旭慧高级工程师国防科学技术大学研究生院二〇一六年十二月ResearchonLarge-scaleNon-negativeMatrixFactorizationwithGraphRegularizationCandidate：GaoZihengAdvisor：SeniorEngineerHuangXuhuiAthesisSubmittedinpartialfulfil

2、lmentoftherequirementsfortheprofessionaldegreeofMasterofEngineeringinSoftwareEngineeringGraduateSchoolofNationalUniversityofDefenseTechnologyChangsha，Hunan，P.R.China（December，2016）国防科学技术大学研究生院工程硕士学位论文目录英文缩写词对照表..........................................................

3、......................................i摘要.................................................................................................................iiABSTRACT........................................................................................................

4、iii第一章绪论......................................................................................................11.1研究背景及意义.............................................................................................11.2研究现状分析............................................

5、.....................................................31.2.1分布式非负矩阵分解研究....................................................................31.2.2图聚类相关研究....................................................................................51.2.3并行与分布式计算框架.................

6、.......................................................61.3论文主要工作.................................................................................................61.4论文组织结构................................................................................................

7、.7第二章非负矩阵分解及其优化算法..................................................................82.1非负矩阵分解及其改进模型.........................................................................82.1.1非负矩阵分解....................................................................................

8、....82.1.2稀疏非负矩阵分解................................................................................92.1.3局部非负矩阵分解............