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Received:September 13, 2012 Revised:October 28, 2012
Received:September 13, 2012 Revised:October 28, 2012
中文摘要: 在计算顾客满意度模型时, 普遍使用结构方程模型来求解复杂的多维度关系. 而针对结构方程模型的计算, 偏最小二乘(PLS)有效地解决了模型分析过程中大量潜变量无法直接采样获得的问题, 建立了显变量与潜变量之间的关系, 增强了模型的直观性和通用性. 为了提升偏最小二乘算法的效率, 在针对结构方程模型的计算中, 利用多线程将模型计算并行化, 以提升计算效率. 探讨了基于Java多线程的顾客满意度PLS路径模型的优化算法, 并在多核计算机上实验证明, 多线程化的PLS路径模型能够显著提升计算速度.
Abstract:While computing Customer Satisfaction Model, structural equation model is always used to solve the influ- ence of complicated multi-dimensional. Partial Least Squares (PLS), used in computing of structural equation model, works effectively with the problem that a large amount of latent variables cannot be sampling directly. In the process of model analysis, the PLS path model builds up the relationship between latent variables and manifest variables, and enhances the intuitive and generality of model. In order to improve the efficiency of PLS, we parallelize the computational process to get more efficiency. This article mainly talks about the PLS path model based on customer satisfaction model and the distributed algorithm based on Java multi-thread. It is proved on multi-core computer that PLS path model implementing on multi-thread can obvious improve speed of computing.
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基金项目:国家科技支撑计划(2011BAH15B04)
引用文本:
潘王海,高艳艳.基于多线程的顾客满意度PLS路径模型算法.计算机系统应用,2013,22(4):95-99
PAN Wang-Hai,GAO Yan-Yan.Customer Satisfaction PLS Path Model Algorithm Implement Based on Multi-Thread.COMPUTER SYSTEMS APPLICATIONS,2013,22(4):95-99
潘王海,高艳艳.基于多线程的顾客满意度PLS路径模型算法.计算机系统应用,2013,22(4):95-99
PAN Wang-Hai,GAO Yan-Yan.Customer Satisfaction PLS Path Model Algorithm Implement Based on Multi-Thread.COMPUTER SYSTEMS APPLICATIONS,2013,22(4):95-99