基于Animate的统计学可视化应用

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中图分类号:TP391.4 文献标识码:A 文章编号:2096-4706(2026)04-0168-06

Statistical Visualization Applications Based on Animate

WANG Qian1, PAN Weiquan² (1.School of Science,Hubei Universityof Technology,Wuhan 43oo68,China; 2.School of Mathematics and Statistics,Yulin Normal University,Yulin 537ooo,China)

Abstract:Facing thechallenge ofdata explosion intheinformationage,statisticsserves asakeydata processngtool,yet itscomplextheoriesandmodelsareoftendifultfornon-professonals tounderstand.Toimprovetheundestandingofabstract statisticalconceptsandtheoriesamong non-professionals,this paper discuses theapplicationof the Animate package in R languageforstatisticalvisualization.This paperusesthepackage torealizethevisualizationofstatistical methodssuchasK-means clusteringandSVMclasification,revealingtheinfuenceofparameterchangesonclusteringandclasificationresults.Research resultsshowthattheAnimatepackageefectivelytransformsabstractstatisticalconcepts intointuitivedynamicgraphics,and theapplicationvalue indataanalysis isverified throughapracticalcaseofSVMclasificationonthe Wisconsinbreastcancer dataset.AlthoughAnimate shows advantages andapplication potentialinstatistical visualization,it stillhas limitations in comprehensiveaplications.Futureresearch further explores theapplicationofAnimateinbroader statisticalfeldsanddevelops advanced visualization tools to meet growing data analysis needs.

Keywords:Animate;R language; visualization; statistics

0 引言

可视化是利用计算机图形学和图像处理技术,将数据转换为图形或图像在屏幕上显示,并支持交互处理的理论、方法和技术[。(剩余6672字)

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