期刊文献+

一种分布式LDA主题模型方法

A distributed LDA topic modeling
下载PDF
导出
摘要 基于Spark分布式计算框架,采用Gibbs抽样方法研究分布式LDA主题模型挖掘方法。在Spark平台进行大规模数据集处理实验。 Based on spark distributed computing framework,we apply Gibbs sampling to study the distributed latent topic information(LDA)mining method.In Spark platform,experiment based on large data sets is carried.
出处 《长春工业大学学报》 CAS 2017年第3期265-269,共5页 Journal of Changchun University of Technology
基金 吉林省教育厅"十二五"科学技术研究基金资助项目(2014125 2014131) 吉林省自然科学基金资助项目(20130101060JC)
关键词 LDA主题模型 SPARK Gibbs 分布式计算 主题建模 LDA topic model Spark Gibbs sampling distributed computing topic modeling
  • 相关文献

参考文献1

二级参考文献11

  • 1易伟建,吴高烈,徐丽.模态参数不确定性分析的贝叶斯方法研究[J].计算力学学报,2006,23(6):700-705. 被引量:15
  • 2B.Moaveni,X.He ,J.P.Conte.Damage Identification of a Composite Beam Using Finite Element Model Updating[J].Computer-Aided Civil and Infrastructure Engineering.2008(23)339–359.
  • 3Matthew M.Muto.Application of Stochastic Simulation Methods to System Identification [D].California Institute of Technology,Pasadena,California.2007.
  • 4Sai Hung Cheung,James L.Beck.Bayesian Model Updating Using Hybrid Monte Carlo Simulation with Application to Structural Dynamic Models with Many Uncertain Parameters [J].Journal of Engineering Mechanics,2009.4,135( 4):243-255.
  • 5Beck J L,Katafygiotis L S.Updating models and their uncertainties I: Bayesian statistical [J].Journal of Engineering Mechanics,1998,124(4): 455―461.
  • 6Beck,J.L.& Au,S.K.Bayesian updating of structural models and reliability using Markov chain Monte Carlo simulation[J],Journal of Engineering Mechanics,2002,128,380–91.
  • 7Ching,J.,and Chen,Y.J.Transitional Markov chain Monte Carlo method for Bayesian model updating,model class selection,and model averaging[J].Journal of Engineering Mechanics,2007,133_7_,816–832.
  • 8Ching,J.,Muto,M.,and Beck,J.L.Structural model updating and health monitoring with incomplete modal data using Gibbs sampler[J].Computer-Aided Civil and Infrastructure Engineering,2006,21:242–257.
  • 9Scott M.Lynch.Introduction to Applied Bayesian Statistics and Estimation for Social Scientists[M].Springer,2007.
  • 10任宜春,张杰峰,易伟建.基于改进L-P小波的时变模态参数识别方法[J].振动与冲击,2009,28(3):144-148. 被引量:5

共引文献10

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部