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基于OpenShift的非均衡数据完整性评估

Openshift-based Integrity Assessment on Unbalanced Data
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摘要 设计并实现了一个基于OpenShift云计算环境的数据质量评估平台,对非均衡数据的完整性常规指标和专用指标具有评估功能。 Under the cloud computing environment of Openshift, this paper designs and implements a platform to evaluate data quality. The functions of the platform include data integrity assessment with ordinary and specific measurements on un-balanced data.
出处 《电脑编程技巧与维护》 2014年第2期36-38,共3页 Computer Programming Skills & Maintenance
基金 广东省科技计划项目(2012B050600028)
关键词 云计算 非均衡数据 OpenShift环境 数据完整性 数据质量 Cloud Computing Unbalanced Data OpenShift environment Data Integrity Data quality
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  • 1郑恩辉,李平,宋执环.不平衡数据知识挖掘:类分布对支持向量机分类的影响[J].信息与控制,2005,34(6):703-708. 被引量:17
  • 2韩京宇,徐立臻,董逸生.一种大数据量的相似记录检测方法[J].计算机研究与发展,2005,42(12):2206-2212. 被引量:32
  • 3谢纪刚,裘正定.非平衡数据集Fisher线性判别模型[J].北京交通大学学报,2006,30(5):15-18. 被引量:15
  • 4Weiss G M. Mining with Rarity:A Unifying Framework[J]. SIGKDD Explorations, 2004,6(1) :7-19.
  • 5Weiss G M. Learning with Rare Cases and Small Disjunets [C]//Proc of the 12th Int'l Conf on Machine Learning, 1995:558-565.
  • 6Japkowicz N, Stephen S. The Class Imbalance Problem: A Systematic Study[J]. Intelligent Data Analysis Journal, 2002,6(5) :429 450.
  • 7Chawla N V, Bowyer K W, Hall I. O, et al. SMOTE: Synthetic Minority Over-Sampling Technique[J]. Journal of Artificial Intelligence Research, 2002,16(6) : 321-357.
  • 8Kubat M, Matwin S. Addressing the Curse of Imbalanced Data Sets:One Sided Sampling[C]//Proc of the 14th Int'l Conf on Machine Learning, 1997:179-186.
  • 9Chawla N, Lazarevic A, Hall L, et al. SMOTEBoost: Improving Prcdiction of the Minority Class in Boosting[C]// Proc of the 7th European Conf on Principles and Practice of Knowledge Discovery in Databases, 2003 : 107-119.
  • 10Fan W, Stofol S, Zhang J X. AdaCost: Misclassification Cost Sensitive Boosting[C]//Proc of the 16th Int'l Conf on Machine Learning, 1999: 97-105.

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