Last data update: 2014.03.03
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R: Calculates pdf for GMM
Pdf4Mixtures | R Documentation |
Calculates pdf for GMM
Description
Calculate Gaussianthe probability density function for a Mixture Model
Usage
Pdf4Mixtures(Data, Means, SDs, Weights,IsLogDistribution,PlotIt)
Arguments
Data |
vector (1:N) of data points
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Means |
vector[1:L] of Means of Gaussians (of GMM),L == Number of Gaussians
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SDs |
vector of standard deviations, estimated Gaussian Kernels, has to be the same length as Means
|
Weights |
vector of relative number of points in Gaussians (prior probabilities), has to be the same length as Means
|
IsLogDistribution |
Optional, ==1 if distribution(i) is a LogNormal, default vector of zeros of length 1:L
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PlotIt |
Optional: =TRUE plot of pdf
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Value
List with
PDF4modes |
matrix, where the columns are the gaussians
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PDF |
matrix, where the columns are the gaussians weighted by Weights
|
PDFmixture |
linear superpositions of PDF - prior probabilities of Gaussians
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Author(s)
Michael Thrun
See Also
PlotMixtures
Examples
data=c(rnorm(1000),rnorm(2000)+2,rnorm(1000)*2-1)
Pdf4Mixtures(data,c(-1,0,2),c(2,1,1),c(0.25,0.25,0.5), PlotIt=TRUE)
Results
R version 3.3.1 (2016-06-21) -- "Bug in Your Hair"
Copyright (C) 2016 The R Foundation for Statistical Computing
Platform: x86_64-pc-linux-gnu (64-bit)
R is free software and comes with ABSOLUTELY NO WARRANTY.
You are welcome to redistribute it under certain conditions.
Type 'license()' or 'licence()' for distribution details.
R is a collaborative project with many contributors.
Type 'contributors()' for more information and
'citation()' on how to cite R or R packages in publications.
Type 'demo()' for some demos, 'help()' for on-line help, or
'help.start()' for an HTML browser interface to help.
Type 'q()' to quit R.
> library(AdaptGauss)
> png(filename="/home/ddbj/snapshot/RGM3/R_CC/result/AdaptGauss/Pdf4Mixtures.Rd_%03d_medium.png", width=480, height=480)
> ### Name: Pdf4Mixtures
> ### Title: Calculates pdf for GMM
> ### Aliases: Pdf4Mixtures
> ### Keywords: GMM gaussian mixture model pdf probability density function
>
> ### ** Examples
>
> data=c(rnorm(1000),rnorm(2000)+2,rnorm(1000)*2-1)
> Pdf4Mixtures(data,c(-1,0,2),c(2,1,1),c(0.25,0.25,0.5), PlotIt=TRUE)
$PDF4modes
[,1] [,2] [,3]
[1,] 0.089023585 1.217835e-01 3.589730e-01
[2,] 0.182527266 3.940377e-01 3.893394e-02
[3,] 0.135401845 2.987575e-01 1.850533e-01
[4,] 0.195180637 1.461691e-01 1.162545e-03
[5,] 0.189470247 3.741099e-01 2.471760e-02
[6,] 0.194332107 3.442499e-01 1.572541e-02
[7,] 0.181210882 6.860676e-02 2.177527e-04
[8,] 0.196715073 1.639463e-01 1.540780e-03
[9,] 0.191937190 3.613325e-01 2.008099e-02
[10,] 0.193870221 1.339630e-01 9.445013e-04
[11,] 0.195998569 3.281261e-01 1.271851e-02
[12,] 0.168347902 3.935521e-01 7.407676e-02
[13,] 0.147122310 3.409452e-01 1.415672e-01
[14,] 0.125859397 2.614345e-01 2.225053e-01
[15,] 0.172761551 3.978979e-01 6.224078e-02
[16,] 0.177044802 3.988349e-01 5.152892e-02
[17,] 0.148221131 3.445692e-01 1.376846e-01
[18,] 0.131056363 2.819615e-01 2.019489e-01
[19,] 0.090281514 1.259873e-01 3.552441e-01
[20,] 0.131041342 2.819027e-01 2.020078e-01
[21,] 0.065267751 5.512892e-02 3.989205e-01
[22,] 0.090871665 1.279799e-01 3.534549e-01
[23,] 0.195358070 3.348705e-01 1.387768e-02
[24,] 0.185833286 3.869278e-01 3.193292e-02
[25,] 0.151724032 3.556219e-01 1.255646e-01
[26,] 0.150726561 1.765121e-02 1.618610e-05
[27,] 0.121205803 2.428525e-01 2.410890e-01
[28,] 0.196836891 1.655912e-01 1.579779e-03
[29,] 0.139058303 3.124976e-01 1.711203e-01
[30,] 0.106194518 1.836314e-01 3.001655e-01
[31,] 0.129362126 2.753105e-01 2.086161e-01
[32,] 0.135103234 2.976178e-01 1.862035e-01
[33,] 0.199123400 2.704221e-01 6.273146e-03
[34,] 0.117020381 2.261275e-01 2.578132e-01
[35,] 0.180899315 3.962770e-01 4.254398e-02
[36,] 0.190044520 3.714811e-01 2.362133e-02
[37,] 0.199397403 2.551174e-01 5.209565e-03
[38,] 0.187710693 3.810705e-01 2.814757e-02
[39,] 0.153490098 3.608752e-01 1.196094e-01
[40,] 0.186798029 3.841030e-01 2.997104e-02
[41,] 0.110603315 2.007335e-01 2.831729e-01
[42,] 0.152728060 3.586365e-01 1.221659e-01
[43,] 0.165935264 3.899530e-01 8.088432e-02
[44,] 0.177529726 3.987054e-01 5.036451e-02
[45,] 0.138066816 3.088141e-01 1.748694e-01
[46,] 0.123147673 2.506172e-01 2.333242e-01
[47,] 0.133256833 2.905202e-01 1.933527e-01
[48,] 0.185386645 3.881119e-01 3.285339e-02
[49,] 0.169769672 3.952860e-01 7.017627e-02
[50,] 0.109775679 1.974968e-01 2.863970e-01
[51,] 0.195806067 3.302372e-01 1.306790e-02
[52,] 0.069237538 6.444295e-02 3.973108e-01
[53,] 0.198440696 2.905145e-01 7.994558e-03
[54,] 0.137328419 3.060495e-01 1.776759e-01
[55,] 0.181316952 3.957739e-01 4.160747e-02
[56,] 0.197586788 3.068656e-01 9.752555e-03
[57,] 0.197877310 3.018901e-01 9.177312e-03
[58,] 0.159655779 3.772218e-01 9.968968e-02
[59,] 0.196267979 3.250359e-01 1.222744e-02
[60,] 0.129873264 2.773220e-01 2.066007e-01
[61,] 0.172462128 3.977038e-01 6.301823e-02
[62,] 0.198305828 2.935013e-01 8.288643e-03
[63,] 0.199238661 2.652679e-01 5.893890e-03
[64,] 0.096046837 1.459802e-01 3.367861e-01
[65,] 0.173012642 3.980485e-01 6.159170e-02
[66,] 0.085385798 1.099715e-01 3.690557e-01
[67,] 0.190363400 3.699372e-01 2.301724e-02
[68,] 0.146581589 3.391367e-01 1.434914e-01
[69,] 0.169427680 3.948965e-01 7.110691e-02
[70,] 0.188364895 3.786633e-01 2.685943e-02
[71,] 0.135862479 3.005108e-01 1.832824e-01
[72,] 0.194836955 3.398282e-01 1.481647e-02
[73,] 0.114638737 2.166520e-01 2.672846e-01
[74,] 0.108887961 1.940378e-01 2.898390e-01
[75,] 0.169525471 3.950097e-01 7.084031e-02
[76,] 0.104342005 1.765610e-01 3.071483e-01
[77,] 0.102628701 1.700928e-01 3.135049e-01
[78,] 0.083463347 1.039451e-01 3.739232e-01
[79,] 0.191292966 3.650648e-01 2.127429e-02
[80,] 0.136468638 3.028088e-01 1.809587e-01
[81,] 0.186274967 3.856810e-01 3.103029e-02
[82,] 0.181567615 6.977533e-02 2.254943e-04
[83,] 0.191119704 1.136128e-01 6.459152e-04
[84,] 0.062365922 4.881327e-02 3.984481e-01
[85,] 0.188737556 3.771989e-01 2.613254e-02
[86,] 0.145285381 3.347367e-01 1.481398e-01
[87,] 0.194198968 1.368323e-01 9.929504e-04
[88,] 0.182214915 3.945266e-01 3.961817e-02
[89,] 0.189203169 3.752692e-01 2.523123e-02
[90,] 0.195047448 3.378772e-01 1.443748e-02
[91,] 0.190661894 3.684347e-01 2.245470e-02
[92,] 0.162555294 3.836562e-01 9.081437e-02
[93,] 0.195729271 3.310583e-01 1.320700e-02
[94,] 0.199118679 2.133205e-01 3.079916e-03
[95,] 0.194058312 3.465086e-01 1.621888e-02
[96,] 0.191641957 3.630815e-01 2.062645e-02
[97,] 0.166871874 3.914443e-01 7.821352e-02
[98,] 0.199451057 2.351050e-01 4.068479e-03
[99,] 0.195308156 3.353644e-01 1.396770e-02
[100,] 0.198158775 2.965489e-01 8.600416e-03
[101,] 0.150197233 3.509026e-01 1.307980e-01
[102,] 0.096254465 1.467211e-01 3.360840e-01
[103,] 0.198211331 1.883567e-01 2.199139e-03
[104,] 0.188021402 3.799525e-01 2.753383e-02
[105,] 0.181445287 3.956097e-01 4.132114e-02
[106,] 0.196126449 1.565496e-01 1.374054e-03
[107,] 0.195958570 3.285712e-01 1.279120e-02
[108,] 0.196210345 3.257110e-01 1.233273e-02
[109,] 0.195873346 3.295081e-01 1.294591e-02
[110,] 0.158714087 3.749469e-01 1.026414e-01
[111,] 0.194982538 3.384860e-01 1.455437e-02
[112,] 0.157873877 3.728454e-01 1.053031e-01
[113,] 0.193515627 3.507258e-01 1.719934e-02
[114,] 0.188681528 3.774235e-01 2.624151e-02
[115,] 0.172763835 3.978993e-01 6.223486e-02
[116,] 0.110294186 1.995233e-01 2.843787e-01
[117,] 0.199004456 2.090467e-01 2.911819e-03
[118,] 0.179760374 3.974123e-01 4.513457e-02
[119,] 0.198574559 2.873318e-01 7.693058e-03
[120,] 0.168288621 3.934734e-01 7.424119e-02
[121,] 0.136929255 3.045477e-01 1.791980e-01
[122,] 0.159774064 3.775014e-01 9.932129e-02
[123,] 0.175047481 3.988440e-01 5.642858e-02
[124,] 0.131695823 2.844587e-01 1.994430e-01
[125,] 0.149324797 3.481366e-01 1.338229e-01
[126,] 0.068649383 6.301428e-02 3.977048e-01
[127,] 0.087593751 1.170786e-01 3.630649e-01
[128,] 0.193060048 3.540238e-01 1.802582e-02
[129,] 0.131043177 2.819099e-01 2.020006e-01
[130,] 0.197919167 1.826551e-01 2.029221e-03
[131,] 0.199366787 2.576044e-01 5.370000e-03
[132,] 0.147467159 3.420901e-01 1.403447e-01
[133,] 0.121809395 2.452667e-01 2.386747e-01
[134,] 0.187345290 3.823287e-01 2.887390e-02
[135,] 0.189305231 3.748307e-01 2.503466e-02
[136,] 0.172900537 3.979826e-01 6.188117e-02
[137,] 0.185502540 8.446230e-02 3.369200e-04
[138,] 0.173896043 3.984885e-01 5.932897e-02
[139,] 0.184684064 3.898253e-01 3.431718e-02
[140,] 0.198171156 2.962999e-01 8.574480e-03
[141,] 0.199355505 2.255151e-01 3.604441e-03
[142,] 0.196895576 1.663995e-01 1.599208e-03
[143,] 0.148805370 3.464669e-01 1.356355e-01
[144,] 0.198252810 2.946233e-01 8.402019e-03
[145,] 0.194301937 3.445034e-01 1.577976e-02
[146,] 0.026921063 4.395292e-03 2.413030e-01
[147,] 0.151072615 3.536278e-01 1.277880e-01
[148,] 0.157019944 3.706428e-01 1.080352e-01
[149,] 0.103604784 1.737691e-01 3.098962e-01
[150,] 0.192938856 3.548667e-01 1.824631e-02
[151,] 0.199037359 2.102166e-01 2.957066e-03
[152,] 0.179221972 3.978336e-01 4.637792e-02
[153,] 0.181711659 3.952540e-01 4.072898e-02
[154,] 0.183069715 3.931186e-01 3.775512e-02
[155,] 0.038877523 1.299691e-02 3.298140e-01
[156,] 0.189824063 3.725128e-01 2.404088e-02
[157,] 0.184490644 8.033765e-02 3.029002e-04
[158,] 0.100125667 1.607777e-01 3.225899e-01
[159,] 0.139914533 3.156505e-01 1.679012e-01
[160,] 0.109622320 1.968983e-01 2.869928e-01
[161,] 0.180153447 6.527863e-02 1.965665e-04
[162,] 0.120576301 2.403345e-01 2.436070e-01
[163,] 0.173983850 3.985244e-01 5.910584e-02
[164,] 0.197226490 3.124483e-01 1.044598e-02
[165,] 0.149034732 3.472063e-01 1.348341e-01
[166,] 0.199266425 2.638402e-01 5.792775e-03
[167,] 0.197034109 3.152105e-01 1.080955e-02
[168,] 0.155124153 3.655244e-01 1.141959e-01
[169,] 0.195544404 1.499751e-01 1.237176e-03
[170,] 0.116361474 2.235016e-01 2.604385e-01
[171,] 0.199470219 2.404998e-01 4.351677e-03
[172,] 0.163076323 3.847154e-01 8.925413e-02
[173,] 0.083816537 1.050407e-01 3.730545e-01
[174,] 0.048925429 2.503770e-02 3.748376e-01
[175,] 0.109261129 1.954902e-01 2.883942e-01
[176,] 0.194780744 3.403381e-01 1.491765e-02
[177,] 0.198461307 2.900397e-01 7.948815e-03
[178,] 0.091070859 1.286553e-01 3.528455e-01
[179,] 0.158151752 3.735477e-01 1.044199e-01
[180,] 0.090447591 1.265467e-01 3.547431e-01
[181,] 0.187091376 3.831680e-01 2.938154e-02
[182,] 0.191598393 3.633339e-01 2.070713e-02
[183,] 0.134117621 2.938396e-01 1.900120e-01
[184,] 0.199412563 2.536905e-01 5.119523e-03
[185,] 0.135792990 3.002467e-01 1.835493e-01
[186,] 0.164907484 3.881857e-01 8.385573e-02
[187,] 0.144158468 3.308411e-01 1.522209e-01
[188,] 0.174296426 3.986407e-01 5.831415e-02
[189,] 0.145064295 3.339775e-01 1.489376e-01
[190,] 0.173617776 3.983652e-01 6.003820e-02
[191,] 0.172472723 3.977109e-01 6.299065e-02
[192,] 0.167658098 3.926049e-01 7.599899e-02
[193,] 0.110963881 2.021470e-01 2.817641e-01
[194,] 0.197570396 3.071326e-01 9.784529e-03
[195,] 0.192856160 1.257750e-01 8.151771e-04
[196,] 0.126989755 2.659274e-01 2.180101e-01
[197,] 0.198891695 2.785884e-01 6.922977e-03
[198,] 0.193020771 3.542985e-01 1.809724e-02
[199,] 0.092005357 1.318433e-01 3.499498e-01
[200,] 0.143601695 3.288936e-01 1.542505e-01
[201,] 0.189737589 3.729097e-01 2.420589e-02
[202,] 0.197114181 3.140775e-01 1.065871e-02
[203,] 0.199272951 2.204483e-01 3.378086e-03
[204,] 0.111668749 2.049156e-01 2.790031e-01
[205,] 0.197102517 3.142440e-01 1.068072e-02
[206,] 0.197153105 1.700792e-01 1.689902e-03
[207,] 0.196859288 3.176071e-01 1.113680e-02
[208,] 0.195945367 3.287173e-01 1.281518e-02
[209,] 0.177853408 5.867545e-02 1.582008e-04
[210,] 0.198482890 1.943417e-01 2.389188e-03
[211,] 0.177093241 3.988243e-01 5.141216e-02
[212,] 0.099304614 1.577594e-01 3.255121e-01
[213,] 0.194322048 3.443345e-01 1.574353e-02
[214,] 0.129756522 2.768629e-01 2.070607e-01
[215,] 0.146004557 3.371890e-01 1.455546e-01
[216,] 0.184187062 3.909318e-01 3.536447e-02
[217,] 0.190019158 1.068531e-01 5.627546e-04
[218,] 0.078176594 8.818727e-02 3.854258e-01
[219,] 0.191171496 1.139473e-01 6.502257e-04
[220,] 0.123224293 2.509233e-01 2.330180e-01
[221,] 0.174206378 3.986091e-01 5.854180e-02
[222,] 0.105992458 1.828565e-01 3.009322e-01
[223,] 0.158941112 3.755032e-01 1.019267e-01
[224,] 0.112173461 2.069024e-01 2.770209e-01
[225,] 0.167633970 3.925705e-01 7.606658e-02
[226,] 0.196429536 1.602516e-01 1.455760e-03
[227,] 0.131570401 2.839695e-01 1.999340e-01
[228,] 0.119954937 2.378493e-01 2.460921e-01
[229,] 0.199422475 2.526543e-01 5.055039e-03
[230,] 0.112695246 2.089599e-01 2.749673e-01
[231,] 0.093063168 1.354895e-01 3.466018e-01
[232,] 0.146212744 3.378938e-01 1.448091e-01
[233,] 0.049560231 2.595941e-02 3.768383e-01
[234,] 0.160857409 3.799960e-01 9.597220e-02
[235,] 0.063769757 5.181635e-02 3.988589e-01
[236,] 0.172150604 3.974854e-01 6.383105e-02
[237,] 0.189948541 1.064406e-01 5.579186e-04
[238,] 0.053385780 3.193246e-02 3.869271e-01
[239,] 0.189274587 3.749630e-01 2.509364e-02
[240,] 0.198092352 1.859558e-01 2.126301e-03
[241,] 0.194946198 3.388240e-01 1.461980e-02
[242,] 0.194669721 1.411548e-01 1.069144e-03
[243,] 0.198909609 2.780263e-01 6.876197e-03
[244,] 0.156267371 3.686478e-01 1.104652e-01
[245,] 0.199163766 2.687336e-01 6.146392e-03
[246,] 0.118175096 2.307356e-01 2.532056e-01
[247,] 0.176601849 3.989086e-01 5.260114e-02
[248,] 0.147789780 3.431549e-01 1.392043e-01
[249,] 0.154965635 3.650827e-01 1.147169e-01
[250,] 0.182684983 3.937798e-01 3.858997e-02
[251,] 0.145824279 1.419187e-02 1.096016e-05
[252,] 0.198397954 2.914830e-01 8.088711e-03
[253,] 0.137059828 3.050395e-01 1.786997e-01
[254,] 0.162551596 3.836485e-01 9.082548e-02
[255,] 0.109336998 1.957858e-01 2.881001e-01
[256,] 0.197331890 1.727742e-01 1.758715e-03
[257,] 0.053801475 3.262505e-02 3.878261e-01
[258,] 0.179813104 3.973672e-01 4.501344e-02
[259,] 0.100853200 1.634679e-01 3.199758e-01
[260,] 0.082627668 1.013737e-01 3.759313e-01
[261,] 0.167301588 3.920892e-01 7.700005e-02
[262,] 0.195323629 1.476400e-01 1.190998e-03
[263,] 0.111085350 2.026236e-01 2.812889e-01
[264,] 0.179622454 3.975271e-01 4.545192e-02
[265,] 0.183668078 3.919981e-01 3.646862e-02
[266,] 0.199450865 2.350724e-01 4.066817e-03
[267,] 0.174272450 3.986324e-01 5.837473e-02
[268,] 0.196022643 3.278566e-01 1.267474e-02
[269,] 0.141184501 3.202757e-01 1.631597e-01
[270,] 0.196917626 3.168187e-01 1.102789e-02
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[574,] 0.190734645 3.680598e-01 2.231801e-02
[575,] 0.199396816 2.287715e-01 3.756620e-03
[576,] 0.119593748 2.364050e-01 2.475364e-01
[577,] 0.195933489 1.542974e-01 1.326000e-03
[578,] 0.157945101 3.730261e-01 1.050764e-01
[579,] 0.176391198 3.989290e-01 5.311392e-02
[580,] 0.131655037 2.842997e-01 1.996026e-01
[581,] 0.175286702 3.988857e-01 5.583295e-02
[582,] 0.150130666 3.506933e-01 1.310280e-01
[583,] 0.192015676 3.608562e-01 1.993637e-02
[584,] 0.194774272 3.403965e-01 1.492930e-02
[585,] 0.196896061 3.171114e-01 1.106818e-02
[586,] 0.193511347 3.507578e-01 1.720709e-02
[587,] 0.161263179 3.808990e-01 9.472939e-02
[588,] 0.188620582 3.776661e-01 2.636017e-02
[589,] 0.198353267 2.924734e-01 8.186178e-03
[590,] 0.075888495 8.175352e-02 3.894474e-01
[591,] 0.195434350 3.341074e-01 1.374004e-02
[592,] 0.193554887 3.504316e-01 1.712828e-02
[593,] 0.132398414 2.871933e-01 1.966969e-01
[594,] 0.047883510 2.356730e-02 3.713458e-01
[595,] 0.060774546 4.552790e-02 3.975539e-01
[596,] 0.183296808 3.927068e-01 3.726516e-02
[597,] 0.109109208 1.948986e-01 2.889828e-01
[598,] 0.192110712 3.602728e-01 1.976146e-02
[599,] 0.099642078 1.589976e-01 3.243147e-01
[600,] 0.107515781 1.887186e-01 2.951234e-01
[601,] 0.142928751 3.265203e-01 1.567151e-01
[602,] 0.196811821 3.182405e-01 1.122520e-02
[603,] 0.194035424 1.353904e-01 9.683949e-04
[604,] 0.190037584 1.069611e-01 5.640256e-04
[605,] 0.142602834 3.253635e-01 1.579131e-01
[606,] 0.198534935 2.882991e-01 7.783436e-03
[607,] 0.135327336 2.984734e-01 1.853401e-01
[608,] 0.140745221 3.186830e-01 1.647952e-01
[609,] 0.172411920 3.976697e-01 6.314896e-02
[610,] 0.194015147 1.352137e-01 9.654140e-04
[611,] 0.153684374 3.614389e-01 1.189608e-01
[612,] 0.105281660 1.801378e-01 3.036198e-01
[613,] 0.052648154 3.072458e-02 3.852387e-01
[614,] 0.081552053 9.810781e-02 3.784152e-01
[615,] 0.154112012 3.626695e-01 1.175379e-01
[616,] 0.142960551 3.266329e-01 1.565983e-01
[617,] 0.164763681 3.879279e-01 8.427485e-02
[618,] 0.142388432 3.245999e-01 1.587028e-01
[619,] 0.198842990 2.038437e-01 2.717356e-03
[620,] 0.174200387 3.986069e-01 5.855696e-02
[621,] 0.157444025 2.372737e-02 2.773806e-05
[622,] 0.139806096 3.152527e-01 1.683079e-01
[623,] 0.161076418 3.804855e-01 9.530062e-02
[624,] 0.163897688 3.863215e-01 8.681625e-02
[625,] 0.180989670 3.961722e-01 4.234075e-02
[626,] 0.174655584 3.987514e-01 5.740952e-02
[627,] 0.143296598 3.278202e-01 1.553663e-01
[628,] 0.170519
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