generateMultinomialLDA: Simulates a Multinomial LDA.
In Rlda: Bayesian LDA for Mixed-Membership Clustering Analysis
Description
Usage
Arguments
Details
Author(s)
See Also
Examples
Description
Simulates a Multinomial LDA.
Usage
1
2
3
## S3 method for class 'rlda'
generateMultinomialLDA(seed0, community, variables,
observations, totalElements, beta, gamma, ...)
Arguments
seed0
Initial seed to simulate a Multinomial LDA.
community
Total number of latent clusters. Must be greater than 2.
variables
Total number of variables. Must be greater than the number of communities.
observations
Total number of observations. Must be greater than 1.
totalElements
Total expected number of elements for each observation. Must be greater than 1.
beta
Vector of positive hyperparameters with dimension equal variables.
gamma
Scalar hyperparameters that must be positive.
...
other arguments may be useful.
Details
Generates a list with the simulated Theta and Phi matrix of parameters, Z latent matrix of communities and and Data matrix for the Multinomial LDA.
Author(s)
-
Pedro Albuquerque.
pedroa@unb.br
http://pedrounb.blogspot.com/
-
Denis Valle.
drvalle@ufl.edu
http://denisvalle.weebly.com/
-
Daijiang Li.
daijianglee@gmail.com
See Also
generateBernoulliLDA, generateBinomialLDA
Examples
1
2
3
4
5
6
7
8
9
## Not run:
#Generate fake data
res<- generateMultinomialLDA.rlda(seed0=5587, community=4,
variables=100, observations=1000, totalElements=40,
beta=rep(1,100), gamma=0.01)
#Show results
res
## End(Not run)
Example output
Loading required package: Rcpp
Loading required package: RcppProgress
Loading required package: doParallel
Loading required package: foreach
Loading required package: iterators
Loading required package: parallel
Loading required package: coda
$Theta
[,1] [,2] [,3] [,4]
[1,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[2,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[3,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[4,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[5,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[6,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[7,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[8,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[9,] 0.9979348 2.065242e-03 3.626945e-11 6.405563e-16
[10,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[11,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[12,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[13,] 0.9934063 6.593692e-03 5.856375e-18 1.825111e-28
[14,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[15,] 0.9999929 5.935850e-06 1.170356e-06 0.000000e+00
[16,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[17,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[18,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[19,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[20,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[21,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[22,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[23,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[24,] 1.0000000 9.359060e-10 0.000000e+00 0.000000e+00
[25,] 1.0000000 5.991007e-09 0.000000e+00 0.000000e+00
[26,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[27,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[28,] 0.9999996 3.667858e-07 0.000000e+00 0.000000e+00
[29,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[30,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[31,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[32,] 1.0000000 6.550316e-15 9.737339e-24 0.000000e+00
[33,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[34,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[35,] 1.0000000 7.771561e-16 0.000000e+00 0.000000e+00
[36,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[37,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[38,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[39,] 0.9999970 3.049103e-06 0.000000e+00 0.000000e+00
[40,] 1.0000000 1.075129e-11 0.000000e+00 0.000000e+00
[41,] 1.0000000 5.935112e-09 0.000000e+00 0.000000e+00
[42,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[43,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[44,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[45,] 1.0000000 1.245115e-12 0.000000e+00 0.000000e+00
[46,] 0.9976546 2.345359e-03 0.000000e+00 0.000000e+00
[47,] 1.0000000 2.010614e-13 0.000000e+00 0.000000e+00
[48,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[49,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[50,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[51,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[52,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[53,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[54,] 0.9997498 2.501987e-04 9.889372e-10 0.000000e+00
[55,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[56,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[57,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[58,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[59,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[60,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[61,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[62,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[63,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[64,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[65,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[66,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[67,] 1.0000000 5.110020e-13 3.366668e-17 0.000000e+00
[68,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[69,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[70,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[71,] 1.0000000 2.969962e-09 0.000000e+00 0.000000e+00
[72,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[73,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[74,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[75,] 1.0000000 2.320366e-14 0.000000e+00 0.000000e+00
[76,] 0.9999712 2.877500e-05 5.411760e-13 0.000000e+00
[77,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[78,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[79,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[80,] 1.0000000 2.794431e-13 3.770863e-24 5.312667e-36
[81,] 0.9999999 5.813376e-08 0.000000e+00 0.000000e+00
[82,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[83,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[84,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[85,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[86,] 0.9999990 1.041045e-06 8.898078e-09 0.000000e+00
[87,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[88,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[89,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[90,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[91,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[92,] 1.0000000 5.554168e-10 9.453777e-14 0.000000e+00
[93,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[94,] 1.0000000 3.952394e-14 0.000000e+00 0.000000e+00
[95,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[96,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[97,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[98,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[99,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[100,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[101,] 1.0000000 1.191591e-11 0.000000e+00 0.000000e+00
[102,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[103,] 1.0000000 4.977130e-13 0.000000e+00 0.000000e+00
[104,] 1.0000000 3.482770e-13 0.000000e+00 0.000000e+00
[105,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[106,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[107,] 1.0000000 1.043610e-14 0.000000e+00 0.000000e+00
[108,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[109,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[110,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[111,] 0.9999991 8.542651e-07 0.000000e+00 0.000000e+00
[112,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[113,] 0.9999978 2.190569e-06 0.000000e+00 0.000000e+00
[114,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[115,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[116,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[117,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[118,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[119,] 0.9991055 8.945180e-04 0.000000e+00 0.000000e+00
[120,] 0.9998302 1.698000e-04 0.000000e+00 0.000000e+00
[121,] 1.0000000 2.197686e-12 3.343224e-20 3.679804e-32
[122,] 1.0000000 1.110223e-16 0.000000e+00 0.000000e+00
[123,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[124,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[125,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[126,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[127,] 1.0000000 4.440892e-16 0.000000e+00 0.000000e+00
[128,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[129,] 0.9969282 3.071757e-03 0.000000e+00 0.000000e+00
[130,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[131,] 0.9985619 1.438067e-03 0.000000e+00 0.000000e+00
[132,] 1.0000000 8.348877e-13 0.000000e+00 0.000000e+00
[133,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[134,] 0.9058196 9.418042e-02 0.000000e+00 0.000000e+00
[135,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[136,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[137,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[138,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[139,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[140,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[141,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[142,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[143,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[144,] 0.6686903 3.313097e-01 0.000000e+00 0.000000e+00
[145,] 0.9910617 8.938294e-03 0.000000e+00 0.000000e+00
[146,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[147,] 1.0000000 6.410082e-09 0.000000e+00 0.000000e+00
[148,] 1.0000000 4.472700e-11 3.217265e-18 0.000000e+00
[149,] 0.9999990 9.815934e-07 0.000000e+00 0.000000e+00
[150,] 1.0000000 1.169541e-10 2.869578e-24 0.000000e+00
[151,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[152,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[153,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[154,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[155,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[156,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[157,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[158,] 0.8755638 1.244362e-01 1.657824e-16 0.000000e+00
[159,] 1.0000000 1.433409e-11 0.000000e+00 0.000000e+00
[160,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[161,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[162,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[163,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[164,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[165,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[166,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[167,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[168,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[169,] 0.9999990 9.926868e-07 0.000000e+00 0.000000e+00
[170,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[171,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[172,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[173,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[174,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[175,] 0.9999998 1.813031e-07 7.173863e-20 1.672564e-34
[176,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[177,] 1.0000000 2.156220e-11 0.000000e+00 0.000000e+00
[178,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[179,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[180,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[181,] 1.0000000 3.996600e-08 0.000000e+00 0.000000e+00
[182,] 1.0000000 1.887379e-15 0.000000e+00 0.000000e+00
[183,] 0.9999694 3.062434e-05 0.000000e+00 0.000000e+00
[184,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[185,] 0.9988933 1.106668e-03 0.000000e+00 0.000000e+00
[186,] 1.0000000 1.110223e-16 1.479114e-31 2.477375e-42
[187,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[188,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[189,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[190,] 1.0000000 2.771894e-12 0.000000e+00 0.000000e+00
[191,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[192,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[193,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[194,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[195,] 1.0000000 1.110223e-16 6.153704e-26 2.239513e-28
[196,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[197,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[198,] 1.0000000 7.871481e-13 0.000000e+00 0.000000e+00
[199,] 1.0000000 5.518224e-10 2.883822e-20 0.000000e+00
[200,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[201,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[202,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[203,] 0.9974065 2.593520e-03 1.677685e-09 0.000000e+00
[204,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[205,] 0.9973192 2.680786e-03 0.000000e+00 0.000000e+00
[206,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[207,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[208,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[209,] 0.9999973 2.719881e-06 0.000000e+00 0.000000e+00
[210,] 0.9971381 2.861894e-03 0.000000e+00 0.000000e+00
[211,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[212,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[213,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[214,] 1.0000000 8.191223e-12 1.210403e-14 0.000000e+00
[215,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[216,] 0.9266857 7.331426e-02 0.000000e+00 0.000000e+00
[217,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[218,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[219,] 0.9000892 9.991080e-02 0.000000e+00 0.000000e+00
[220,] 1.0000000 4.924527e-11 7.193520e-26 2.100930e-26
[221,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[222,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[223,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[224,] 0.9998583 1.417309e-04 0.000000e+00 0.000000e+00
[225,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[226,] 1.0000000 1.443290e-15 1.710049e-23 1.319998e-27
[227,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[228,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[229,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[230,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[231,] 0.9609156 3.908437e-02 0.000000e+00 0.000000e+00
[232,] 1.0000000 1.744360e-10 0.000000e+00 0.000000e+00
[233,] 0.9846135 1.538645e-02 1.912404e-08 0.000000e+00
[234,] 0.9423143 5.768568e-02 0.000000e+00 0.000000e+00
[235,] 1.0000000 1.110223e-16 3.120523e-26 0.000000e+00
[236,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[237,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[238,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[239,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[240,] 0.8729877 1.270123e-01 0.000000e+00 0.000000e+00
[241,] 1.0000000 7.993606e-15 1.252808e-27 3.224632e-29
[242,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[243,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[244,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[245,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[246,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[247,] 1.0000000 1.647844e-09 2.915954e-09 0.000000e+00
[248,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[249,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[250,] 0.9999994 3.745489e-07 1.766320e-07 0.000000e+00
[251,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[252,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[253,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[254,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[255,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[256,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[257,] 1.0000000 4.379386e-12 0.000000e+00 0.000000e+00
[258,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[259,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[260,] 1.0000000 7.679408e-09 0.000000e+00 0.000000e+00
[261,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[262,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[263,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[264,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[265,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[266,] 1.0000000 1.475106e-10 0.000000e+00 0.000000e+00
[267,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[268,] 0.9999066 9.340331e-05 0.000000e+00 0.000000e+00
[269,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
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[851,] 1.0000000 2.009800e-08 0.000000e+00 0.000000e+00
[852,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[853,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[854,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[855,] 1.0000000 3.441691e-15 0.000000e+00 0.000000e+00
[856,] 1.0000000 2.201572e-13 0.000000e+00 0.000000e+00
[857,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[858,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[859,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[860,] 0.9626718 3.732819e-02 0.000000e+00 0.000000e+00
[861,] 0.9994892 5.107688e-04 0.000000e+00 0.000000e+00
[862,] 0.5485736 4.514264e-01 0.000000e+00 0.000000e+00
[863,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[864,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[865,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[866,] 0.9999996 3.701271e-07 2.054618e-22 0.000000e+00
[867,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[868,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[869,] 0.9773322 2.266783e-02 1.623476e-16 8.176596e-17
[870,] 1.0000000 1.776357e-15 1.226461e-24 0.000000e+00
[871,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[872,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[873,] 1.0000000 1.485367e-11 2.872713e-24 0.000000e+00
[874,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[875,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[876,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[877,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[878,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[879,] 0.7093061 2.906939e-01 0.000000e+00 0.000000e+00
[880,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[881,] 1.0000000 3.004594e-10 0.000000e+00 0.000000e+00
[882,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[883,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[884,] 0.9939022 6.097823e-03 3.515063e-11 0.000000e+00
[885,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[886,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[887,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[888,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[889,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[890,] 1.0000000 8.316082e-09 0.000000e+00 0.000000e+00
[891,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[892,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[893,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[894,] 0.9498497 5.015031e-02 0.000000e+00 0.000000e+00
[895,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[896,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[897,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[898,] 1.0000000 7.993606e-15 0.000000e+00 0.000000e+00
[899,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[900,] 1.0000000 9.262300e-10 0.000000e+00 0.000000e+00
[901,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[902,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[903,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[904,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[905,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[906,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[907,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[908,] 1.0000000 9.192647e-12 0.000000e+00 0.000000e+00
[909,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[910,] 1.0000000 4.780907e-09 1.041502e-11 0.000000e+00
[911,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[912,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[913,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[914,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[915,] 0.9999865 1.345687e-05 1.165330e-19 0.000000e+00
[916,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[917,] 0.9999876 1.237365e-05 3.463212e-14 0.000000e+00
[918,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[919,] 1.0000000 1.058841e-11 9.171159e-18 0.000000e+00
[920,] 1.0000000 1.693631e-09 0.000000e+00 0.000000e+00
[921,] 1.0000000 1.228462e-12 2.739602e-22 1.559213e-26
[922,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[923,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[924,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[925,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[926,] 1.0000000 4.740275e-11 0.000000e+00 0.000000e+00
[927,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[928,] 0.9995889 4.110659e-04 0.000000e+00 0.000000e+00
[929,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[930,] 1.0000000 6.661338e-16 0.000000e+00 0.000000e+00
[931,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[932,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[933,] 1.0000000 4.074410e-08 7.400354e-15 0.000000e+00
[934,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[935,] 0.9996831 3.169176e-04 3.518492e-19 0.000000e+00
[936,] 1.0000000 2.447043e-12 1.358382e-27 0.000000e+00
[937,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[938,] 0.9976576 2.342447e-03 0.000000e+00 0.000000e+00
[939,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[940,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[941,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[942,] 0.8774829 1.225137e-01 3.475713e-06 0.000000e+00
[943,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[944,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[945,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[946,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[947,] 1.0000000 7.750348e-09 1.889109e-10 0.000000e+00
[948,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[949,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[950,] 0.9999997 2.869329e-07 3.211691e-11 2.779900e-21
[951,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[952,] 1.0000000 9.569691e-13 4.314195e-17 2.073576e-25
[953,] 0.9999908 9.182993e-06 0.000000e+00 0.000000e+00
[954,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[955,] 1.0000000 1.984658e-11 6.904411e-13 0.000000e+00
[956,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[957,] 1.0000000 1.557900e-10 6.039106e-12 0.000000e+00
[958,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[959,] 1.0000000 4.440892e-16 2.021456e-30 0.000000e+00
[960,] 1.0000000 8.370415e-12 0.000000e+00 0.000000e+00
[961,] 1.0000000 2.876059e-08 0.000000e+00 0.000000e+00
[962,] 1.0000000 5.655001e-10 3.253639e-17 0.000000e+00
[963,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[964,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[965,] 1.0000000 2.438169e-08 0.000000e+00 0.000000e+00
[966,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[967,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[968,] 1.0000000 6.539155e-09 3.629960e-24 0.000000e+00
[969,] 1.0000000 6.439294e-15 4.054942e-27 0.000000e+00
[970,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[971,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[972,] 1.0000000 2.817013e-11 0.000000e+00 0.000000e+00
[973,] 0.9999982 1.786759e-06 1.314497e-08 0.000000e+00
[974,] 1.0000000 5.898226e-13 1.984357e-13 0.000000e+00
[975,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[976,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[977,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[978,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[979,] 0.9998096 1.904102e-04 0.000000e+00 0.000000e+00
[980,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[981,] 1.0000000 1.221789e-11 0.000000e+00 0.000000e+00
[982,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[983,] 0.9999996 4.187238e-07 6.740135e-11 1.262370e-19
[984,] 0.9988998 1.100204e-03 1.778188e-12 1.898534e-19
[985,] 1.0000000 3.165967e-13 1.499432e-16 0.000000e+00
[986,] 1.0000000 6.706669e-09 0.000000e+00 0.000000e+00
[987,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[988,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[989,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[990,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[991,] 0.9999981 1.858479e-06 0.000000e+00 0.000000e+00
[992,] 0.9944952 5.504777e-03 0.000000e+00 0.000000e+00
[993,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[994,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[995,] 1.0000000 2.781198e-09 0.000000e+00 0.000000e+00
[996,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[997,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[998,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[999,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[1000,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
$Phi
[,1] [,2] [,3] [,4] [,5]
[1,] 0.019564088 0.0008200724 0.0077822038 3.211497e-03 0.001214493
[2,] 0.006950984 0.0210379118 0.0033095352 6.544872e-05 0.004505834
[3,] 0.002267258 0.0285131175 0.0003688331 1.213085e-02 0.003887246
[4,] 0.012616852 0.0142023511 0.0086017653 1.951339e-02 0.007888724
[,6] [,7] [,8] [,9] [,10] [,11]
[1,] 0.0006725158 0.019268572 0.0125888454 0.001319541 0.004357026 0.00526024
[2,] 0.0014128447 0.004672866 0.0004478508 0.004747022 0.011566212 0.01557494
[3,] 0.0039811307 0.008912829 0.0015574499 0.023181714 0.015570677 0.02740915
[4,] 0.0185545701 0.001834935 0.0019044935 0.018264480 0.005989112 0.01499818
[,12] [,13] [,14] [,15] [,16] [,17]
[1,] 0.013547392 0.02637612 0.01525701 0.0119346342 0.003795406 0.009935767
[2,] 0.008512907 0.01322845 0.02283033 0.0110737196 0.004987259 0.009822615
[3,] 0.006620760 0.00268954 0.01458314 0.0009424419 0.016479671 0.018897092
[4,] 0.006573498 0.03825151 0.05594044 0.0104115837 0.005283153 0.010745275
[,18] [,19] [,20] [,21] [,22] [,23]
[1,] 0.014771054 0.003188724 0.012730763 0.002173704 0.019220437 0.0067885405
[2,] 0.019969851 0.002016889 0.012088620 0.044114549 0.015019725 0.0146442661
[3,] 0.003378185 0.020661774 0.002884050 0.003373755 0.005333318 0.0204014983
[4,] 0.030925032 0.017290970 0.000675006 0.003211044 0.016657871 0.0007245938
[,24] [,25] [,26] [,27] [,28] [,29]
[1,] 0.006023327 0.00479812 0.002059590 0.096564389 0.026247853 0.0238661352
[2,] 0.023926288 0.01992324 0.007099097 0.003570171 0.006615645 0.0080168905
[3,] 0.002602633 0.00396859 0.018867027 0.027905815 0.003404602 0.0026061114
[4,] 0.006616013 0.01748782 0.009599890 0.018816856 0.005693607 0.0009747831
[,30] [,31] [,32] [,33] [,34] [,35]
[1,] 0.007191201 0.0262713021 1.325597e-02 0.0041407263 0.004944223 0.009090921
[2,] 0.001649308 0.0032098524 4.058451e-03 0.0062348483 0.018714881 0.011772759
[3,] 0.015935629 0.0034308952 8.649185e-05 0.0002378477 0.003489256 0.001261076
[4,] 0.006139313 0.0006806283 7.394455e-03 0.0119036690 0.012881679 0.002978973
[,36] [,37] [,38] [,39] [,40] [,41]
[1,] 0.001091289 0.031625836 0.0048888538 0.003052106 0.006857226 0.0039911717
[2,] 0.019605976 0.003358743 0.0004152504 0.012943373 0.003578408 0.0437118923
[3,] 0.002305484 0.052741236 0.0002422199 0.027686546 0.009167794 0.0038533222
[4,] 0.005931406 0.007420776 0.0347577703 0.002238221 0.002766882 0.0006280673
[,42] [,43] [,44] [,45] [,46] [,47]
[1,] 0.009462020 0.005484897 0.000987456 0.025292565 0.002187499 0.0003623059
[2,] 0.001133061 0.011942218 0.005559578 0.006218690 0.006683393 0.0037558278
[3,] 0.009329682 0.018651430 0.004996436 0.019312085 0.022195889 0.0026810890
[4,] 0.012971755 0.001840803 0.000893824 0.004499975 0.013331840 0.0025566576
[,48] [,49] [,50] [,51] [,52] [,53]
[1,] 0.0043975907 0.0002628372 0.03126251 0.000609672 0.005468261 0.0433709755
[2,] 0.0022819719 0.0163868647 0.01608065 0.007351382 0.002676315 0.0003974751
[3,] 0.0068792000 0.0228130349 0.01804594 0.012009997 0.019789949 0.0177241050
[4,] 0.0004591816 0.0078572369 0.01266196 0.003530842 0.001189121 0.0007053651
[,54] [,55] [,56] [,57] [,58] [,59]
[1,] 0.004049244 0.011142400 0.021262347 0.004302382 0.012779124 0.0017830134
[2,] 0.018326512 0.002910598 0.015892827 0.001176510 0.006314533 0.0067237076
[3,] 0.009478147 0.003825416 0.007624692 0.003439845 0.011257522 0.0008789702
[4,] 0.002563931 0.002177915 0.004967648 0.005192684 0.003770733 0.0035036517
[,60] [,61] [,62] [,63] [,64] [,65]
[1,] 0.001357804 0.01434700 0.0027100213 6.748048e-05 0.006611228 0.001217303
[2,] 0.005725267 0.03271190 0.0040057263 4.451336e-03 0.003152194 0.004935193
[3,] 0.008163034 0.01298531 0.0004113686 1.032749e-02 0.002138995 0.011896940
[4,] 0.001959462 0.02436320 0.0097792909 1.222600e-02 0.001866004 0.004839790
[,66] [,67] [,68] [,69] [,70] [,71]
[1,] 0.007747102 0.008896327 0.0049801387 0.006120476 0.005365224 0.013298789
[2,] 0.005879085 0.001415581 0.0245786301 0.005836812 0.015378969 0.007444674
[3,] 0.002739024 0.006431264 0.0082478576 0.006561075 0.008833838 0.008918804
[4,] 0.008466075 0.008958303 0.0002873207 0.002569736 0.000273285 0.038789697
[,72] [,73] [,74] [,75] [,76] [,77]
[1,] 0.000754503 0.0049483777 0.006830603 0.010496667 0.0102201726 0.0085423994
[2,] 0.011916109 0.0310830705 0.001727547 0.007176599 0.0001809664 0.0207473970
[3,] 0.002905926 0.0212928712 0.008264432 0.030626278 0.0079772098 0.0004032752
[4,] 0.007166694 0.0002868038 0.003925663 0.001896285 0.0012139822 0.0605132246
[,78] [,79] [,80] [,81] [,82] [,83]
[1,] 0.005769525 0.022527705 0.011316184 0.0022360892 0.003363450 0.0253321061
[2,] 0.001754189 0.002206209 0.004360745 0.0183647330 0.015066436 0.0006101362
[3,] 0.008745295 0.006004833 0.001060130 0.0004443773 0.006542407 0.0010526429
[4,] 0.018433619 0.031167941 0.006378708 0.0022193648 0.016962549 0.0058190844
[,84] [,85] [,86] [,87] [,88] [,89]
[1,] 0.0003319845 0.0159469372 0.011338529 0.008161360 0.003520679 0.003956959
[2,] 0.0129099368 0.0009990984 0.029024408 0.000533859 0.009352591 0.002764592
[3,] 0.0061923501 0.0146731467 0.005449655 0.005528806 0.012289417 0.005238808
[4,] 0.0091807561 0.0048070340 0.005500066 0.001278877 0.024260904 0.022407639
[,90] [,91] [,92] [,93] [,94] [,95]
[1,] 0.016998869 0.009318216 0.026955273 0.004012893 0.001637063 0.009509630
[2,] 0.011572954 0.008310927 0.001144896 0.005091472 0.003539954 0.002711132
[3,] 0.004167701 0.022543229 0.016976132 0.013386628 0.005239780 0.002293088
[4,] 0.024700277 0.008334530 0.011587415 0.001370536 0.007305353 0.015607441
[,96] [,97] [,98] [,99] [,100]
[1,] 0.0123994581 0.006140488 0.002940852 0.001443511 0.004124641
[2,] 0.0437742678 0.014963722 0.007546378 0.026202596 0.006029892
[3,] 0.0009780529 0.010404419 0.003284490 0.049791520 0.003836611
[4,] 0.0127187749 0.001560411 0.012653062 0.004287603 0.001432488
$Z
[,1] [,2] [,3] [,4]
[1,] 42 0 0 0
[2,] 39 0 0 0
[3,] 33 0 0 0
[4,] 45 0 0 0
[5,] 40 0 0 0
[6,] 47 0 0 0
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[9,] 39 0 0 0
[10,] 39 0 0 0
[11,] 37 0 0 0
[12,] 43 0 0 0
[13,] 49 1 0 0
[14,] 38 0 0 0
[15,] 35 0 0 0
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[22,] 36 0 0 0
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[65,] 40 0 0 0
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Specie 1 Specie 2 Specie 3 Specie 4 Specie 5 Specie 6 Specie 7
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Rlda documentation built on May 1, 2019, 7:26 p.m.
R Package Documentation
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Description Usage Arguments Details Author(s) See Also Examples
Description
Simulates a Multinomial LDA.
Usage
1 2 3 | ## S3 method for class 'rlda'
generateMultinomialLDA(seed0, community, variables,
observations, totalElements, beta, gamma, ...)
|
Arguments
seed0 |
Initial seed to simulate a Multinomial LDA. |
community |
Total number of latent clusters. Must be greater than 2. |
variables |
Total number of variables. Must be greater than the number of communities. |
observations |
Total number of observations. Must be greater than 1. |
totalElements |
Total expected number of elements for each observation. Must be greater than 1. |
beta |
Vector of positive hyperparameters with dimension equal variables. |
gamma |
Scalar hyperparameters that must be positive. |
... |
other arguments may be useful. |
Details
Generates a list with the simulated Theta and Phi matrix of parameters, Z latent matrix of communities and and Data matrix for the Multinomial LDA.
Author(s)
-
Pedro Albuquerque.
pedroa@unb.br
http://pedrounb.blogspot.com/ -
Denis Valle.
drvalle@ufl.edu
http://denisvalle.weebly.com/ -
Daijiang Li.
daijianglee@gmail.com
See Also
generateBernoulliLDA, generateBinomialLDA
Examples
1 2 3 4 5 6 7 8 9 | ## Not run:
#Generate fake data
res<- generateMultinomialLDA.rlda(seed0=5587, community=4,
variables=100, observations=1000, totalElements=40,
beta=rep(1,100), gamma=0.01)
#Show results
res
## End(Not run)
|
Example output
Loading required package: Rcpp
Loading required package: RcppProgress
Loading required package: doParallel
Loading required package: foreach
Loading required package: iterators
Loading required package: parallel
Loading required package: coda
$Theta
[,1] [,2] [,3] [,4]
[1,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[2,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[3,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[4,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[5,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[6,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[7,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[8,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[9,] 0.9979348 2.065242e-03 3.626945e-11 6.405563e-16
[10,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[11,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[12,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[13,] 0.9934063 6.593692e-03 5.856375e-18 1.825111e-28
[14,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[15,] 0.9999929 5.935850e-06 1.170356e-06 0.000000e+00
[16,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[17,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[18,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[19,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[20,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[21,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[22,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[23,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[24,] 1.0000000 9.359060e-10 0.000000e+00 0.000000e+00
[25,] 1.0000000 5.991007e-09 0.000000e+00 0.000000e+00
[26,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
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[895,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[896,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[897,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[898,] 1.0000000 7.993606e-15 0.000000e+00 0.000000e+00
[899,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[900,] 1.0000000 9.262300e-10 0.000000e+00 0.000000e+00
[901,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[902,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[903,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[904,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[905,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[906,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[907,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[908,] 1.0000000 9.192647e-12 0.000000e+00 0.000000e+00
[909,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[910,] 1.0000000 4.780907e-09 1.041502e-11 0.000000e+00
[911,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[912,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[913,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[914,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[915,] 0.9999865 1.345687e-05 1.165330e-19 0.000000e+00
[916,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[917,] 0.9999876 1.237365e-05 3.463212e-14 0.000000e+00
[918,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[919,] 1.0000000 1.058841e-11 9.171159e-18 0.000000e+00
[920,] 1.0000000 1.693631e-09 0.000000e+00 0.000000e+00
[921,] 1.0000000 1.228462e-12 2.739602e-22 1.559213e-26
[922,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[923,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[924,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[925,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[926,] 1.0000000 4.740275e-11 0.000000e+00 0.000000e+00
[927,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[928,] 0.9995889 4.110659e-04 0.000000e+00 0.000000e+00
[929,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[930,] 1.0000000 6.661338e-16 0.000000e+00 0.000000e+00
[931,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[932,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[933,] 1.0000000 4.074410e-08 7.400354e-15 0.000000e+00
[934,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[935,] 0.9996831 3.169176e-04 3.518492e-19 0.000000e+00
[936,] 1.0000000 2.447043e-12 1.358382e-27 0.000000e+00
[937,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[938,] 0.9976576 2.342447e-03 0.000000e+00 0.000000e+00
[939,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[940,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[941,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[942,] 0.8774829 1.225137e-01 3.475713e-06 0.000000e+00
[943,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[944,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[945,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[946,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[947,] 1.0000000 7.750348e-09 1.889109e-10 0.000000e+00
[948,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[949,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[950,] 0.9999997 2.869329e-07 3.211691e-11 2.779900e-21
[951,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[952,] 1.0000000 9.569691e-13 4.314195e-17 2.073576e-25
[953,] 0.9999908 9.182993e-06 0.000000e+00 0.000000e+00
[954,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[955,] 1.0000000 1.984658e-11 6.904411e-13 0.000000e+00
[956,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[957,] 1.0000000 1.557900e-10 6.039106e-12 0.000000e+00
[958,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[959,] 1.0000000 4.440892e-16 2.021456e-30 0.000000e+00
[960,] 1.0000000 8.370415e-12 0.000000e+00 0.000000e+00
[961,] 1.0000000 2.876059e-08 0.000000e+00 0.000000e+00
[962,] 1.0000000 5.655001e-10 3.253639e-17 0.000000e+00
[963,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[964,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[965,] 1.0000000 2.438169e-08 0.000000e+00 0.000000e+00
[966,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[967,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[968,] 1.0000000 6.539155e-09 3.629960e-24 0.000000e+00
[969,] 1.0000000 6.439294e-15 4.054942e-27 0.000000e+00
[970,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[971,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[972,] 1.0000000 2.817013e-11 0.000000e+00 0.000000e+00
[973,] 0.9999982 1.786759e-06 1.314497e-08 0.000000e+00
[974,] 1.0000000 5.898226e-13 1.984357e-13 0.000000e+00
[975,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[976,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[977,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[978,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[979,] 0.9998096 1.904102e-04 0.000000e+00 0.000000e+00
[980,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[981,] 1.0000000 1.221789e-11 0.000000e+00 0.000000e+00
[982,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[983,] 0.9999996 4.187238e-07 6.740135e-11 1.262370e-19
[984,] 0.9988998 1.100204e-03 1.778188e-12 1.898534e-19
[985,] 1.0000000 3.165967e-13 1.499432e-16 0.000000e+00
[986,] 1.0000000 6.706669e-09 0.000000e+00 0.000000e+00
[987,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[988,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[989,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[990,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[991,] 0.9999981 1.858479e-06 0.000000e+00 0.000000e+00
[992,] 0.9944952 5.504777e-03 0.000000e+00 0.000000e+00
[993,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[994,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[995,] 1.0000000 2.781198e-09 0.000000e+00 0.000000e+00
[996,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[997,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[998,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[999,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
[1000,] 1.0000000 0.000000e+00 0.000000e+00 0.000000e+00
$Phi
[,1] [,2] [,3] [,4] [,5]
[1,] 0.019564088 0.0008200724 0.0077822038 3.211497e-03 0.001214493
[2,] 0.006950984 0.0210379118 0.0033095352 6.544872e-05 0.004505834
[3,] 0.002267258 0.0285131175 0.0003688331 1.213085e-02 0.003887246
[4,] 0.012616852 0.0142023511 0.0086017653 1.951339e-02 0.007888724
[,6] [,7] [,8] [,9] [,10] [,11]
[1,] 0.0006725158 0.019268572 0.0125888454 0.001319541 0.004357026 0.00526024
[2,] 0.0014128447 0.004672866 0.0004478508 0.004747022 0.011566212 0.01557494
[3,] 0.0039811307 0.008912829 0.0015574499 0.023181714 0.015570677 0.02740915
[4,] 0.0185545701 0.001834935 0.0019044935 0.018264480 0.005989112 0.01499818
[,12] [,13] [,14] [,15] [,16] [,17]
[1,] 0.013547392 0.02637612 0.01525701 0.0119346342 0.003795406 0.009935767
[2,] 0.008512907 0.01322845 0.02283033 0.0110737196 0.004987259 0.009822615
[3,] 0.006620760 0.00268954 0.01458314 0.0009424419 0.016479671 0.018897092
[4,] 0.006573498 0.03825151 0.05594044 0.0104115837 0.005283153 0.010745275
[,18] [,19] [,20] [,21] [,22] [,23]
[1,] 0.014771054 0.003188724 0.012730763 0.002173704 0.019220437 0.0067885405
[2,] 0.019969851 0.002016889 0.012088620 0.044114549 0.015019725 0.0146442661
[3,] 0.003378185 0.020661774 0.002884050 0.003373755 0.005333318 0.0204014983
[4,] 0.030925032 0.017290970 0.000675006 0.003211044 0.016657871 0.0007245938
[,24] [,25] [,26] [,27] [,28] [,29]
[1,] 0.006023327 0.00479812 0.002059590 0.096564389 0.026247853 0.0238661352
[2,] 0.023926288 0.01992324 0.007099097 0.003570171 0.006615645 0.0080168905
[3,] 0.002602633 0.00396859 0.018867027 0.027905815 0.003404602 0.0026061114
[4,] 0.006616013 0.01748782 0.009599890 0.018816856 0.005693607 0.0009747831
[,30] [,31] [,32] [,33] [,34] [,35]
[1,] 0.007191201 0.0262713021 1.325597e-02 0.0041407263 0.004944223 0.009090921
[2,] 0.001649308 0.0032098524 4.058451e-03 0.0062348483 0.018714881 0.011772759
[3,] 0.015935629 0.0034308952 8.649185e-05 0.0002378477 0.003489256 0.001261076
[4,] 0.006139313 0.0006806283 7.394455e-03 0.0119036690 0.012881679 0.002978973
[,36] [,37] [,38] [,39] [,40] [,41]
[1,] 0.001091289 0.031625836 0.0048888538 0.003052106 0.006857226 0.0039911717
[2,] 0.019605976 0.003358743 0.0004152504 0.012943373 0.003578408 0.0437118923
[3,] 0.002305484 0.052741236 0.0002422199 0.027686546 0.009167794 0.0038533222
[4,] 0.005931406 0.007420776 0.0347577703 0.002238221 0.002766882 0.0006280673
[,42] [,43] [,44] [,45] [,46] [,47]
[1,] 0.009462020 0.005484897 0.000987456 0.025292565 0.002187499 0.0003623059
[2,] 0.001133061 0.011942218 0.005559578 0.006218690 0.006683393 0.0037558278
[3,] 0.009329682 0.018651430 0.004996436 0.019312085 0.022195889 0.0026810890
[4,] 0.012971755 0.001840803 0.000893824 0.004499975 0.013331840 0.0025566576
[,48] [,49] [,50] [,51] [,52] [,53]
[1,] 0.0043975907 0.0002628372 0.03126251 0.000609672 0.005468261 0.0433709755
[2,] 0.0022819719 0.0163868647 0.01608065 0.007351382 0.002676315 0.0003974751
[3,] 0.0068792000 0.0228130349 0.01804594 0.012009997 0.019789949 0.0177241050
[4,] 0.0004591816 0.0078572369 0.01266196 0.003530842 0.001189121 0.0007053651
[,54] [,55] [,56] [,57] [,58] [,59]
[1,] 0.004049244 0.011142400 0.021262347 0.004302382 0.012779124 0.0017830134
[2,] 0.018326512 0.002910598 0.015892827 0.001176510 0.006314533 0.0067237076
[3,] 0.009478147 0.003825416 0.007624692 0.003439845 0.011257522 0.0008789702
[4,] 0.002563931 0.002177915 0.004967648 0.005192684 0.003770733 0.0035036517
[,60] [,61] [,62] [,63] [,64] [,65]
[1,] 0.001357804 0.01434700 0.0027100213 6.748048e-05 0.006611228 0.001217303
[2,] 0.005725267 0.03271190 0.0040057263 4.451336e-03 0.003152194 0.004935193
[3,] 0.008163034 0.01298531 0.0004113686 1.032749e-02 0.002138995 0.011896940
[4,] 0.001959462 0.02436320 0.0097792909 1.222600e-02 0.001866004 0.004839790
[,66] [,67] [,68] [,69] [,70] [,71]
[1,] 0.007747102 0.008896327 0.0049801387 0.006120476 0.005365224 0.013298789
[2,] 0.005879085 0.001415581 0.0245786301 0.005836812 0.015378969 0.007444674
[3,] 0.002739024 0.006431264 0.0082478576 0.006561075 0.008833838 0.008918804
[4,] 0.008466075 0.008958303 0.0002873207 0.002569736 0.000273285 0.038789697
[,72] [,73] [,74] [,75] [,76] [,77]
[1,] 0.000754503 0.0049483777 0.006830603 0.010496667 0.0102201726 0.0085423994
[2,] 0.011916109 0.0310830705 0.001727547 0.007176599 0.0001809664 0.0207473970
[3,] 0.002905926 0.0212928712 0.008264432 0.030626278 0.0079772098 0.0004032752
[4,] 0.007166694 0.0002868038 0.003925663 0.001896285 0.0012139822 0.0605132246
[,78] [,79] [,80] [,81] [,82] [,83]
[1,] 0.005769525 0.022527705 0.011316184 0.0022360892 0.003363450 0.0253321061
[2,] 0.001754189 0.002206209 0.004360745 0.0183647330 0.015066436 0.0006101362
[3,] 0.008745295 0.006004833 0.001060130 0.0004443773 0.006542407 0.0010526429
[4,] 0.018433619 0.031167941 0.006378708 0.0022193648 0.016962549 0.0058190844
[,84] [,85] [,86] [,87] [,88] [,89]
[1,] 0.0003319845 0.0159469372 0.011338529 0.008161360 0.003520679 0.003956959
[2,] 0.0129099368 0.0009990984 0.029024408 0.000533859 0.009352591 0.002764592
[3,] 0.0061923501 0.0146731467 0.005449655 0.005528806 0.012289417 0.005238808
[4,] 0.0091807561 0.0048070340 0.005500066 0.001278877 0.024260904 0.022407639
[,90] [,91] [,92] [,93] [,94] [,95]
[1,] 0.016998869 0.009318216 0.026955273 0.004012893 0.001637063 0.009509630
[2,] 0.011572954 0.008310927 0.001144896 0.005091472 0.003539954 0.002711132
[3,] 0.004167701 0.022543229 0.016976132 0.013386628 0.005239780 0.002293088
[4,] 0.024700277 0.008334530 0.011587415 0.001370536 0.007305353 0.015607441
[,96] [,97] [,98] [,99] [,100]
[1,] 0.0123994581 0.006140488 0.002940852 0.001443511 0.004124641
[2,] 0.0437742678 0.014963722 0.007546378 0.026202596 0.006029892
[3,] 0.0009780529 0.010404419 0.003284490 0.049791520 0.003836611
[4,] 0.0127187749 0.001560411 0.012653062 0.004287603 0.001432488
$Z
[,1] [,2] [,3] [,4]
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[2,] 39 0 0 0
[3,] 33 0 0 0
[4,] 45 0 0 0
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[13,] 49 1 0 0
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Specie 74 Specie 75 Specie 76 Specie 77 Specie 78 Specie 79
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