A clustering performance measure based on fuzzy set decomposition

Clustering is primarily used to uncover the true underlying structure of a given data set and, for this purpose, it is desirable to subject the same data to several different clustering algorithms. This paper attempts to put an order on the various partitions of a data set obtained from different clustering algorithms. The goodness of each partition is expressed by means of a performance measure based on a fuzzy set decomposition of the data set under consideration. Several experiments reported in here show that the proposed performance measure puts an order on different partitions of the same data which is consistent with the error rate of a classifier designed on the basis of the obtained cluster labelings.     

Optimal quadtrees for image segments

Quadtrees are compact hierarchical representations of images. In this paper, we define the efficiency of quadtrees in representing image segments and derive the relationship between the size of the enclosing rectangle of an image segment and its optimal quadtree. We show that if an image segment has an enclosing rectangle having sides of lengths x and y, such that 2N-1 × max (x, y) ? 2N, then the optimal quadtree may be the one representing an image of size 2N × 2N or 2N+1 × 2N+1. It is shown that in some situations the quadtree corresponding to the larger image has fewer nodes. Also, some necessary conditions are derived to identify segments for which the larger image size results in a quadtree which is no more expensive than the quadtree for the smaller image size.     

An intrinsic dimensionality estimator from near-neighbor information

The intrinsic dimensionality of a set of patterns is important in determining an appropriate number of features for representing the data and whether a reasonable two- or three-dimensional representation of the data exists. We propose an intuitively appealing, noniterative estimator for intrinsic dimensionality which is based on nearneighbor information. We give plausible arguments supporting the consistency of this estimator. The method works well in identifying the true dimensionality for a variety of artificial data sets and is fairly insensitive to the number of samples and to the algorithmic parameters. Comparisons between this new method and the global eigenvalue approach demonstrate the utility of our estimator.     

甲苯甲烷氧化偶联制苯乙烯的研究

对甲苯甲烷氧化偶联制苯乙烯的工艺、催化剂、反应机理等方面的研究进展进行了评述，提出了今后研究的方向。     

设计是调整商业战略的巧妙手段

设计不是什么悬而又悬的东西．它的目的是解决问题。当我们对都市生活消费品的设计津津乐道的时候，我们很容易迷失对设计的认识．不从设计的本质去看．而多从设计所呈现出来的样子来看。     

船用双电源转换控制器的研制

传统双电源开关,多采用继电器方式控制,但在船舶等颠簸环境下使用,继电器有可能发生误触发,因而有工作不可靠的缺点.电子式数字控制双电源具有操作简便、工作可靠、能监控显示电源多种状态、可以远程控制等众多特点.介绍了P89C66x单片机为核心、在传统模拟继电器式双电源的基础上开发的电子式的数字船用双电源转换控制器的结构和软件编程.     

贺力氏Multi-Lab Hvdris定氢系统使用探讨及影响因素

本文主要介绍贺力氏Multi-Lab Hvdris定氢系统使用探讨及影响因素。     

爪式无油增压传输真空泵的设计

爪式无油增压传输真空泵的设计和制造,使其成功的应用于各种气体物料在真空负压条件下的增压传输工艺作业,成为核燃料浓缩工业等现代高新技术领域最新的科技成果,对于化工和其他工业应用爪式无油真空泵进行气体物料增压传输工艺作业也具有指导意义.本文简要的叙述了爪式无油增压传输真空泵的设计依据、技术要求、驱动传动系统、结构选择及其工作原理.该系列产品在实际应用中也取得了良好的效果.     

一种基于显微多光谱宫颈细胞图像自动分割方法

介绍了一种基于多光谱宫颈显微图像自动分割方法。细胞涂片每一个局部区域经过显微镜放大后再通过电调谐光器件分别取出不同光谱波段的图像，经过CCD送入计算机后得到该视场分析所需的多光谱图像。从所获得的多光谱图像中选择一定的波段图像对数变换相除、多阈值分割和形态学操作，最后获得宫颈细胞的胞浆和胞核覆盖层。本文首次将多光谱分析应用到宫颈显微图像分割中，具有分割准确、分割速度快、能够去除胞浆重叠和受外界干扰少的特点。