Research on Psychology Data Clustering Algorithm Based on CUDA

Author:

Dong Li Li1,Ma Zong Shuai1,Dong Wei1,Zhang Xiang1

Affiliation:

1. Xi'an University of Architecture and Technology

Abstract

This paper analyzed the employees' MMPI Psychological data of a company. Aiming at the problem that traditional K-Means algorithm is sensitive to the initial clustering center, this paper used hierarchical clustering algorithm CURE to mitigate the problem. Finally using CUDA technology clustered several times, so as to improve the execution efficiency of the algorithm. Through experimental verification, the improved K-Means algorithm behaved well in both execution efficiency and clustering results.

Publisher

Trans Tech Publications, Ltd.

Subject

General Engineering

Reference14 articles.

1. Bradley P S, Fayyad U M. Refining Initial Points for K-Means Clustering[C]. Proceedings of the 15Th International Conference on Machine Learning. San Francisco: Morgan Kaufmann Press, 1998: 91-99.

2. Selim S Z, Alsultan K. A Simulated Annealing Algorithms for the Clustering Problem Pattern Recognition[J]. Pattern Recognition , 1991, 24(10): 1003~1008.

3. MA Chao, LIAN Ji-jian. Short Term Hydropower Dispatching Optimization of Cascaded Hydropower Junctions Based on Cluster Genetic Algorithm[J]. Journal of Tianjin University, 2010, 43(1): 1-8.

4. GONG Dun-wei, JIANG Yu-qing, ZHANG Yong, et al. K-mean algorithm for optimizing the number of clusters based on particle swarm optimization[J]. Control Theory & Application, 2009, 26(10): 1175-1179.

5. LIU Jing-ming, HAN Li-chuan, HOU Li-wen. Cluster Analysis Based on Particle Swarm Optimization Algorithm. Systems Engineering —Theory & Practice, 2005, 25(6): 54-58.

Cited by 1 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3