A CLUSTERING ALGORITHM FOR MIXED NUMERIC AND CATEGORICAL DATA

Most of the earlier work on clustering mainly focused on numeric data whose inherent geometric properties can be exploited to naturally define distance functions between data points. However, data mining applications frequently involve many datasets that also consists of mixed numeric and categorical attributes. In this paper we present a clustering algorithm which is based on the k-means algorithm. The algorithm clusters objects with numeric and categorical attributes in a way similar to k-means. The object similarity measure is derived from both numeric and categorical attributes. When applied to numeric data, the algorithm is identical to the k-means. The main result of this paper is to provide a method to update the “cluster centers“ of clustering objects described by mixed numeric and categorical attributes in the clustering process to minimise the clustering cost function. The clustering performance of the algorithm is demonstrated with the two well known data sets, namely credit approval and abalone databases.     

钢铁企业合作创新项目选择的模糊聚类分析

在合作创新过程中,针对区间数的评价信息,提出一种基于遗传算法的模糊聚类方法.考虑方案各准则的权重、准则值为区间数,同时要求对聚类中心各准则值有严格序关系.然后结合隶属度变量构建优化模型,利用具有动态惩罚函数的遗传算法求解,计算得到各方案的所属类别.实例证明了该方法的有效性和可靠性.     

浅析Linux在校园网络中的发展与应用

校园网建设的主要目的是充分利用校内外的网络资源建设自己丰富的网络应用，从而为学校的教学、科研管理工作提供一个良好的基础支撑平台。本文简要介绍了Linux的优势、基本的网络应用以及Linux平台下服务器集成技术，表明Linux在校园网络具有广泛的应用前景。     

计算无机含氧酸强度的新经验式

本文提出了一个计算无机含氧酸强度的新的经验式。     

BNS微乳状切削液的研制

ＢＮＳ微乳状切削液主要是由复合型乳化剂、复合硼酸酯、防锈络合物等组成。用试验方法优化出切削液的最佳配比和合成工艺，经过检测切削液体技术和指标和工厂试用，表明各项技术指标均符合成切削液标准ＧＢ６１４４－８５和乳化油标准ＳＨ０３６５－９２，其中最大无卡咬负荷ＰＨ＝８２０Ｎ，防锈性能（单片）达８０小时，均优于标准；其切削力比眼降低１０－１５％，砂磨耗比为２４．６；该切削液性能优良，无毒无害，是一种很有发     

群集技术初探

介绍了当前计算机界比较流行的群集技术，阐述了它的作用及原理，并且对几家大公司的群集技术产品作了一一介绍     

玄武岩纤维与抗车辙剂复合改性沥青混合料路用性能研究

为了探索玄武岩纤维和抗车辙剂复合添加对沥青混合料的增强效果,本文通过室内试验研究复合改性沥青混合料的路用性能,并与单掺一种改性剂的沥青混合料进行对比。试验表明与单掺玄武岩纤维沥青混合料相比,复合改性沥青混合料动稳定度提高320%,冻融劈裂强度比提高5%,疲劳破坏寿命提高14.6%;与单掺抗车辙剂的沥青混合料相比,复合改性沥青混合料低温抗弯拉应变提高53%,冻融劈裂强强度比提高8%,疲劳破坏寿命提高31.5%。玄武岩纤维与抗车辙剂复合改性能明显提升善沥青混合料路用性能。     

贵州省高校在校本科生职业兴趣的结构研究

对贵州省高校在校本科生职业兴趣的结构进行研究,目的在于验证霍兰德职业兴趣调查表在贵州高校在校本科生中的结构,以探究霍兰德职业兴趣理论在不同文化背景下的可适用性。运用系统聚类法、多维尺度法作结构验证。得出结论:六种职业兴趣类型呈不规则的六边形结构,其顺序为I-RASEC;霍兰德职业兴趣理论不完全适用于贵州省高校本科生。     

A sequential fitting procedure for linear data analysis models

A particular factor analysis model with parameter constraints is generalized to include classification problems definable within a framework of fitting linear models. The sequential fitting (SEFIT) approach of principal component analysis is extended to include several nonstandard data analysis and classification tasks. SEFIT methods attempt to explain the variability in the initial data (commonly defined by a sum of squares) through an additive decomposition attributable to the various terms in the model. New methods are developed for both traditional and fuzzy clustering that have useful theoretic and computational properties (principal cluster analysis, additive clustering, and so on). Connections to several known classification strategies are also stated.The author is grateful to P. Arabie and L. J. Hubert for editorial assistance and reviewing going well beyond traditional levels.     

BaTiO_3薄膜的制备及特性研究

本文以Ba(CH_3COO)_2和Ti(OC_4H_9)_4为原料,以CH_3COOH为催化剂,用溶胶-凝胶方法制备BaTiO0_3薄膜;用红外光谱研究原料水解与聚合形成BaTiO_3的机理;用Χ射线光谱研究薄膜结构,并研究工艺条件与电性能的关系。得到剩余极化强度为6.04μC/cm~2的铁电膜。