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拟合函数--高斯,拉普拉斯,双高斯拟合

上传者: wuzhongbiaobiao | 上传时间:2023/8/20 18:07:07 | 文件大小:24KB | 文件类型:zip
拟合函数--高斯,拉普拉斯,双高斯拟合
%Thisfoldercontainsacollectionof"fitting"functions.%(Somehasdemooptions-thethirdsection)%TheGENERALinputtothefunctionsshouldbesamplesofthedistribution.%%forexample,ifwearetofitanormaldistribution('gaussian')withamean"u"andvaraince"sig"^2%thenthesampleswilldistributelike:%samples=randn(1,10000)*sig+u%%fittingwithLeast-Squaresisdoneonthehistogramofthesamples.%fittingwithMaximumlikelihoodisdonedirectlyonthesamples.%%%Contentsofthisfolder%=======================%1)Maximumlikelihoodestimators%2)Leastsquaresestimators%3)EMalgorithmforestimationofmultivariantgaussiandistribution(mixedgaussians)%4)addedfolders:Create-whichcreatesamplesfortheEMalgorithmtest%Plot-usedtoploteachofthedistributions(parametricplot)%%%%%%Maximumlikelihoodestimators%=============================%fit_ML_maxwell-fitmaxwelliandistribution%fit_ML_rayleigh-fitrayleighdistribution%(whichisforexample:sqrt(abs(randn)^2+abs(randn)^2))%fit_ML_laplace-fitlaplacedistribution%fit_ML_log_normal-fitlog-normaldistribution%fit_ML_normal-fitnormal(gaussian)distribution%%NOTE:allestimatorsareefficientestimators.forthisreason,thedistribution%mightbewritteninadifferentway,forexample,the"Rayleigh"distribution%isgivenwithaparameter"s"andnot"s^2".%%%leastsquaresestimators%=========================%fit_maxwell_pdf-fitsagivencurveofamaxwelliandistribution%fit_rayleigh_pdf-fitsagivencurveofarayleighdistribution%%NOTE:thesefitfunctionareusedonahistogramoutputwhichislikeasampled%distributionfunction.thegivencurveMUSTbenormalized,sincetheestimator%istryingtofitanormalizeddistributionfunction.%%%%%MultivariantGaussiandistribution%==================================%fordemoof1 本软件ID:3893052

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评论信息

  • lppl:
    用来研究还不错2016-11-24
  • lenciTT:
    很基础就是调用matlab自带的2014-12-15
  • ceachother:
    非常基础的拟合函数,用来研究原理不错2013-12-18
  • taoyuan2309ah123:
    用matlab自带函数的拼凑的2013-06-24
  • wingyoung:
    没什么特别的新意,用的也就是matlab自带函数的拼凑2013-05-08

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