A New Nonparametric Discriminant Analysis Algorithm Accounting for Bounded Data Errors     

P. Nivlet  F. Fournier  J. J. Royer 《Mathematical Geology》2002,34(2):223-246

In a statistical pattern recognition context, discriminant analysis is designed to classify, when possible, objects into predefined categories. Because this method requires precise input data, uncertainties cannot be propagated in the classifying process. In real case studies, this could lead to drastic misinterpretations of objects. A new nonparametric algorithm based on interval arithmetic has thus been developed to propagate interval-form data. They consist in calculating interval conditional probability density functions and interval posterior probabilities. Objects are eventually assigned to a subset of classes, consistent with the data and their uncertainties. The classifying model is thus less precise, but more realistic than the standard one, which we prove on a real case study.  相似文献   

Method of Data Reduction and Uncertainty Estimation for Platinum-Group Element Data Using Inductively Coupled Plasma-Mass Spectrometry   总被引：1，自引：0，他引：1  

James C. Ely  Clive R. Neal 《Geostandards and Geoanalytical Research》2002,26(1):31-39

A data reduction method is described for determining platinum-group element (PGE) abundances by inductively coupled plasma-mass spectrometry (ICP-MS) using external calibration or the method of standard addition. Gravimetric measurement of volumes, the analysis of reference materials and the use of procedural blanks were all used to minimise systematic errors. Internal standards were used to correct for instrument drift. A linear least squares regression model was used to calculate concentrations from drift-corrected counts per second (cps). Furthermore, mathematical manipulations also contribute to the uncertainty estimates of a procedure. Typical uncertainty estimate calculations for ICP-MS data manipulations involve: (1) Carrying standard deviations from the raw cps through the data reduction or (2) calculating a standard deviation from multiple final concentration calculations. It is demonstrated that method 2 may underestimate the uncertainty estimate of the calculated data. Methods 1 and 2 do not typically include an uncertainty estimate component from a regression model. As such models contribute to the uncertainty estimates affecting the calculated data, an uncertainty estimate component from the regression must be included in any final error calculations. Confidence intervals are used to account for uncertainty estimates from the regression model. These confidence intervals are simpler to calculate than uncertainty estimates from method 1, for example. The data reduction and uncertainty estimation method described here addresses problems of reporting PGE data from an article in the literature and addresses both precision and accuracy. The method can be applied to any analytical technique where drift corrections or regression models are used.  相似文献   

Data and model uncertainty estimation for linear inversion   总被引：1，自引：0，他引：1  

Kasper van Wijk  John A. Scales  William Navidi  Luis Tenorio 《Geophysical Journal International》2002,149(3):625-632

  相似文献   

Statistic forecast of typhoons going over the Chinese coasts     

FENG Lihua  WU Zhanghua 《地理学报》2003,13(3):305-308

According to the measured data of typhoons going over the Chinese coasts in 1949-2002, a statistic relative equation showing the relation between the central atmospheric pressure of typhoons in a certain region at a certain period of time and their accumulation of frequency is established, and the concept of recurrence interval of typhoons is put forward, which is of actual significance for typhoon disaster reduction along the coastal area.  相似文献   

一种求带约束的离散Minimax问题的区间算法   总被引：2，自引：0，他引：2  

孙靖  金花  曹德欣 《华东地质学院学报》2003,26(2):147-150

进一步讨论了目标函数和约束函数都是Lipsehitz连续的带约束的离散minimax问题，给出了罚函数的区间扩张，提出了解该约束离散minimax问题的区间算法。算法给出了问题的minimax值所在范围以及minimax点所在位置。定理和数值算倒说明该算法是可靠的。  相似文献   

Weibull分布的信息熵在地震预报中的应用研究          下载免费PDF全文

范琦 《地震工程学报》2003,25(2):125-130

根据统计分布与信息熵理论，定义了震级信息熵Hm和地震间隔时间信息熵Ht，并推导了它们的计算公式。通过时空扫描和计算，发现强震前1～3年Hm和Ht出现低值异常，与地震有较好的对应关系，可以作为一组中期或中短期预测指标。  相似文献   

河北省及邻区地震活动时间间隔的一些特征   总被引：3，自引：1，他引：3  

边庆凯  孙佩卿  支树明  孙华  武有文 《华北地震科学》2003,21(1):22-31,62

介绍了地震活动时间间隔的研究历史和定义，对河北省及邻近地区地震活动时间间隔分布的统计点图、间隔一频次统计图进行了分析，分析时结合不同的震级层次、不同的统计时段（长段不同）、不同的活动水平以及地震活动的丛集与孤立。统计结果显示地震活动时间间隔对数一频次统计结果与G－L关系式的统计结果类似，地震活动时间间对数一频镒也呈指数分布。最后对预测中存在的不足进行了一些简单说明。  相似文献   

基于图像特征的烟叶分级   总被引：8，自引：0，他引：8  

张惠民  韩力群  段正刚 《武汉大学学报(信息科学版)》2003,28(3):359-362

讨论了基于图像特征的烤烟烟叶分级系统的建模及其实现，给出了烟叶分级模型的数学描述，探讨了模型库的优化和特征隶属度及烟叶模式的可信度的计算问题，并通过试验分析了FTGS系统的性能和有效性。  相似文献   

内蒙古色尔腾山山前断裂带乌加河段古地震活动   总被引：10，自引：0，他引：10       下载免费PDF全文

杨晓平  冉勇康  胡博  郭文生 《地震学报》2003,25(1):62-71

通过对色尔腾山山前断裂带乌加河段断层地貌研究，并结合前人对断裂带断裂活动性的工作，分析得到乌加河活动断裂段晚更新世晚期(距今1.445～2.234万年)以来平均垂直位移速率是0.48～0.75 mm/a，全新世早中期以来(距今5 570～8 830年)平均垂直位移速率是0.56～ 0.88 mm/a．利用5个探槽中揭露的古地震现象，结合前人对该断裂带古地震的研究结果，分析确定出2.7万年以来，色尔腾山山前断裂乌加河段共揭露出5次古地震事件，重复间隔约为4 300～4 400年．距今8 000～9 000年之间可能为一个古地震丛，而距今1～2万年之间可能遗漏了两次古地震事件．对比断层陡坎的高度与探槽中揭示出古地震事件的位移和，以及由断层平均位移速率和一次事件的位移得到古地震的重复间隔，得到阿拉盖兔探槽中缺失了3次古地震事件，整个活动断裂段上可能缺失了两次古地震事件．   相似文献   

A　Comparative　Study　of　the　Atmospheric　Layers　below　First　Lifting　Condensation　Level　for　Instantaneous　Pre-Monsoon　Thunderstorm　Ocurence　at　Agartala(23°30′N,91°15′E)　and　Ranchi(23°14′N,85°14′E)　of　India     

Sarbari Ghosh  Utpal Kumar De Atmospheric Science Research  Department of Physics  Jadavpur University  Calcutta  India Received April    revised July   《大气科学进展》1997,(1)

ＡＣｏｍｐａｒａｔｉｖｅＳｔｕｄｙｏｆｔｈｅＡｔｍｏｓｐｈｅｒｉｃＬａｙｅｒｓｂｅｌｏｗＦｉｒｓｔＬｉｆｔｉｎｇＣｏｎｄｅｎｓａｔｉｏｎＬｅｖｅｌｆｏｒＩｎｓｔａｎｔａｎｅｏｕｓＰｒｅ－ＭｏｎｓｏｏｎＴｈｕｎｄｅｒｓｔｏｒｍＯｃｕｒｅｎｃｅａｔＡｇａ...  相似文献