generateBernoulliLDA: Simulates a Bernoulli LDA.
In Rlda: Bayesian LDA for Mixed-Membership Clustering Analysis
Description
Usage
Arguments
Details
Author(s)
See Also
Examples
Description
Simulates a Bernoulli LDA.
Usage
1
2
3
## S3 method for class 'rlda'
generateBernoulliLDA(seed0, community, variables,
observations, alpha0, alpha1, gamma, ...)
Arguments
seed0
Initial seed to simulate a Bernoulli 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.
alpha0
Scalar hyperparameters that must be positive.
alpha1
Scalar hyperparameters that must be positive.
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 Bernoulli 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
generateMultinomialLDA, generateBinomialLDA
Examples
1
2
3
4
5
6
7
8
9
## Not run:
#Generate fake data
res<- generateBernoulliLDA.rlda(seed0=9292, community=3,
variables=100, observations=1000,
alpha0=0.01, alpha1=0.01, 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]
[1,] 3.454499e-67 1.000000e+00 8.721636e-33
[2,] 1.000000e+00 4.597013e-71 8.465751e-44
[3,] 3.724879e-21 2.125470e-71 1.300943e-55
[4,] 1.000000e+00 3.714377e-74 6.348636e-10
[5,] 8.771234e-25 7.522958e-76 7.486621e-31
[6,] 1.000000e+00 1.075680e-06 9.891699e-01
[7,] 1.000000e+00 1.357139e-39 1.607667e-08
[8,] 4.419071e-123 1.592215e-06 6.421135e-03
[9,] 1.009339e-08 1.207899e-68 1.000000e+00
[10,] 2.416960e-03 5.572971e-85 1.000000e+00
[11,] 9.080473e-110 2.580540e-38 9.990925e-01
[12,] 1.000000e+00 7.577237e-21 1.000000e+00
[13,] 1.000000e+00 1.000000e+00 1.000000e+00
[14,] 1.587915e-04 6.877497e-29 1.000000e+00
[15,] 1.000000e+00 1.000000e+00 1.000000e+00
[16,] 1.000000e+00 1.000000e+00 1.000000e+00
[17,] 1.000000e+00 1.000000e+00 1.000000e+00
[18,] 1.000000e+00 3.237216e-13 8.806102e-60
[19,] 1.000000e+00 1.405780e-10 2.120742e-08
[20,] 2.161104e-20 1.000000e+00 1.118430e-36
[21,] 1.000000e+00 9.357340e-23 9.990222e-01
[22,] 1.000000e+00 1.482652e-33 1.000000e+00
[23,] 1.000000e+00 1.135547e-43 2.946716e-82
[24,] 1.000000e+00 5.435351e-40 1.000000e+00
[25,] 1.037392e-39 1.694026e-54 1.010536e-30
[26,] 1.441267e-17 5.287222e-28 3.285235e-31
[27,] 5.274251e-01 9.999999e-01 6.406322e-32
[28,] 1.435996e-55 9.999998e-01 1.000000e+00
[29,] 5.824985e-03 3.978613e-109 1.943412e-172
[30,] 8.722741e-115 1.000000e+00 9.999998e-01
[31,] 9.892327e-54 1.000000e+00 6.505707e-203
[32,] 1.000000e+00 1.247851e-23 1.087684e-15
[33,] 4.396212e-08 9.997729e-01 1.000000e+00
[34,] 1.000000e+00 9.998759e-01 1.000000e+00
[35,] 3.067185e-06 3.987755e-20 1.000000e+00
[36,] 1.000000e+00 2.259255e-04 1.137320e-03
[37,] 1.000000e+00 1.000000e+00 1.391571e-15
[38,] 2.891933e-03 5.063682e-116 6.977426e-15
[39,] 5.711234e-24 8.098666e-85 7.361255e-67
[40,] 8.353994e-19 4.776121e-09 1.000000e+00
[41,] 1.000000e+00 8.768204e-01 1.000000e+00
[42,] 1.000000e+00 5.219368e-06 2.583882e-93
[43,] 5.308760e-46 5.173674e-28 1.000000e+00
[44,] 8.287748e-01 1.000000e+00 1.436521e-169
[45,] 4.708231e-10 1.000000e+00 1.000000e+00
[46,] 2.072816e-114 1.000000e+00 9.995617e-01
[47,] 7.175568e-42 2.074845e-25 1.000000e+00
[48,] 6.615209e-01 1.000000e+00 9.362852e-01
[49,] 1.395971e-12 9.527308e-01 1.191311e-08
[50,] 1.000000e+00 1.000000e+00 1.000000e+00
[51,] 1.000000e+00 3.034549e-06 8.102157e-01
[52,] 9.999982e-01 4.006608e-86 1.000000e+00
[53,] 2.019161e-33 7.382067e-64 1.000000e+00
[54,] 1.000000e+00 1.000000e+00 2.620407e-08
[55,] 1.000000e+00 3.366798e-35 1.000000e+00
[56,] 1.000000e+00 2.556306e-10 9.749479e-40
[57,] 9.999436e-01 6.024033e-65 1.000000e+00
[58,] 3.129856e-17 6.472860e-78 1.000000e+00
[59,] 6.964727e-11 1.000000e+00 5.049376e-29
[60,] 1.201383e-46 1.000000e+00 2.339132e-78
[61,] 1.470379e-16 1.000000e+00 3.133884e-12
[62,] 1.000000e+00 3.481530e-21 1.000000e+00
[63,] 1.000000e+00 1.000000e+00 6.490603e-170
[64,] 1.000000e+00 1.000000e+00 5.467059e-25
[65,] 1.599446e-69 9.999992e-01 3.262689e-05
[66,] 1.000000e+00 1.000000e+00 1.626999e-16
[67,] 3.889562e-18 1.000000e+00 2.756486e-43
[68,] 1.000000e+00 8.804232e-21 1.000000e+00
[69,] 1.398255e-84 3.539367e-93 2.055044e-76
[70,] 1.840526e-09 7.801673e-15 6.248025e-02
[71,] 1.706332e-49 1.000000e+00 1.000000e+00
[72,] 7.072293e-183 1.000000e+00 1.000000e+00
[73,] 9.637888e-32 1.000000e+00 2.402274e-42
[74,] 1.000000e+00 1.000000e+00 4.373301e-03
[75,] 3.630487e-33 1.000000e+00 1.000000e+00
[76,] 6.892043e-31 1.000000e+00 1.024597e-58
[77,] 3.097513e-44 1.116884e-28 1.000000e+00
[78,] 9.999996e-01 1.842682e-13 3.221004e-32
[79,] 1.000000e+00 1.371501e-235 1.544798e-13
[80,] 1.000000e+00 5.063687e-13 1.969390e-17
[81,] 1.000000e+00 1.283497e-22 1.749910e-20
[82,] 1.158260e-17 1.963948e-10 6.380725e-23
[83,] 1.000000e+00 1.929539e-77 1.000000e+00
[84,] 1.000000e+00 1.941075e-32 1.000000e+00
[85,] 2.102410e-76 1.000000e+00 9.491746e-26
[86,] 7.284257e-29 1.000000e+00 8.713569e-41
[87,] 1.000000e+00 1.303727e-36 1.776572e-01
[88,] 1.000000e+00 9.995311e-01 1.000000e+00
[89,] 5.531609e-47 5.590019e-33 4.801998e-14
[90,] 1.000000e+00 1.414889e-21 1.000000e+00
[91,] 2.176667e-47 1.000000e+00 1.749560e-21
[92,] 5.065483e-163 1.000000e+00 1.956816e-17
[93,] 3.388832e-47 1.000000e+00 1.665953e-80
[94,] 1.000000e+00 1.000000e+00 3.962592e-73
[95,] 1.000000e+00 5.563188e-38 3.323446e-42
[96,] 9.999999e-01 1.000000e+00 1.362286e-148
[97,] 1.000000e+00 1.173641e-01 2.064475e-07
[98,] 1.000000e+00 6.373314e-06 1.000000e+00
[99,] 1.000000e+00 1.348090e-82 1.571526e-32
[100,] 1.000000e+00 1.000000e+00 4.534574e-134
$Phi
[,1] [,2] [,3]
[1,] 1.0000000 0.000000e+00 0.000000e+00
[2,] 1.0000000 1.002709e-11 1.230899e-23
[3,] 1.0000000 0.000000e+00 0.000000e+00
[4,] 1.0000000 0.000000e+00 0.000000e+00
[5,] 1.0000000 0.000000e+00 0.000000e+00
[6,] 1.0000000 6.268922e-10 0.000000e+00
[7,] 1.0000000 0.000000e+00 0.000000e+00
[8,] 0.9999985 1.542439e-06 5.157904e-19
[9,] 1.0000000 0.000000e+00 0.000000e+00
[10,] 1.0000000 5.551115e-15 0.000000e+00
[11,] 1.0000000 0.000000e+00 0.000000e+00
[12,] 1.0000000 0.000000e+00 0.000000e+00
[13,] 1.0000000 1.221245e-15 0.000000e+00
[14,] 1.0000000 0.000000e+00 0.000000e+00
[15,] 1.0000000 0.000000e+00 0.000000e+00
[16,] 1.0000000 0.000000e+00 0.000000e+00
[17,] 1.0000000 8.576759e-09 8.756186e-13
[18,] 1.0000000 0.000000e+00 0.000000e+00
[19,] 1.0000000 0.000000e+00 0.000000e+00
[20,] 1.0000000 0.000000e+00 0.000000e+00
[21,] 1.0000000 0.000000e+00 0.000000e+00
[22,] 1.0000000 0.000000e+00 0.000000e+00
[23,] 1.0000000 0.000000e+00 0.000000e+00
[24,] 1.0000000 0.000000e+00 0.000000e+00
[25,] 1.0000000 0.000000e+00 0.000000e+00
[26,] 1.0000000 0.000000e+00 0.000000e+00
[27,] 1.0000000 0.000000e+00 0.000000e+00
[28,] 0.9999960 3.983454e-06 0.000000e+00
[29,] 1.0000000 0.000000e+00 0.000000e+00
[30,] 1.0000000 0.000000e+00 0.000000e+00
[31,] 1.0000000 2.335143e-11 0.000000e+00
[32,] 1.0000000 8.298294e-10 0.000000e+00
[33,] 1.0000000 0.000000e+00 0.000000e+00
[34,] 1.0000000 0.000000e+00 0.000000e+00
[35,] 1.0000000 0.000000e+00 0.000000e+00
[36,] 1.0000000 0.000000e+00 0.000000e+00
[37,] 1.0000000 0.000000e+00 0.000000e+00
[38,] 1.0000000 0.000000e+00 0.000000e+00
[39,] 1.0000000 5.844457e-10 3.490790e-12
[40,] 0.9999960 4.024730e-06 2.324334e-14
[41,] 1.0000000 0.000000e+00 0.000000e+00
[42,] 1.0000000 0.000000e+00 0.000000e+00
[43,] 0.9987313 1.268667e-03 1.639745e-12
[44,] 1.0000000 8.615002e-10 4.239975e-22
[45,] 1.0000000 0.000000e+00 0.000000e+00
[46,] 1.0000000 0.000000e+00 0.000000e+00
[47,] 1.0000000 4.220497e-08 0.000000e+00
[48,] 1.0000000 0.000000e+00 0.000000e+00
[49,] 1.0000000 0.000000e+00 0.000000e+00
[50,] 1.0000000 0.000000e+00 0.000000e+00
[51,] 1.0000000 0.000000e+00 0.000000e+00
[52,] 0.9971504 2.849604e-03 0.000000e+00
[53,] 1.0000000 0.000000e+00 0.000000e+00
[54,] 1.0000000 0.000000e+00 0.000000e+00
[55,] 1.0000000 0.000000e+00 0.000000e+00
[56,] 1.0000000 0.000000e+00 0.000000e+00
[57,] 1.0000000 0.000000e+00 0.000000e+00
[58,] 1.0000000 0.000000e+00 0.000000e+00
[59,] 1.0000000 0.000000e+00 0.000000e+00
[60,] 1.0000000 0.000000e+00 0.000000e+00
[61,] 1.0000000 0.000000e+00 0.000000e+00
[62,] 1.0000000 0.000000e+00 0.000000e+00
[63,] 1.0000000 0.000000e+00 0.000000e+00
[64,] 1.0000000 0.000000e+00 0.000000e+00
[65,] 1.0000000 0.000000e+00 0.000000e+00
[66,] 1.0000000 0.000000e+00 0.000000e+00
[67,] 1.0000000 0.000000e+00 0.000000e+00
[68,] 1.0000000 4.099965e-17 1.810450e-16
[69,] 1.0000000 0.000000e+00 0.000000e+00
[70,] 0.9996369 3.631235e-04 7.104724e-10
[71,] 1.0000000 7.395669e-10 0.000000e+00
[72,] 0.9999517 4.832132e-05 0.000000e+00
[73,] 1.0000000 2.220446e-16 0.000000e+00
[74,] 1.0000000 1.276756e-14 0.000000e+00
[75,] 1.0000000 0.000000e+00 0.000000e+00
[76,] 1.0000000 0.000000e+00 0.000000e+00
[77,] 1.0000000 0.000000e+00 0.000000e+00
[78,] 1.0000000 5.863088e-13 1.210736e-26
[79,] 1.0000000 0.000000e+00 0.000000e+00
[80,] 1.0000000 0.000000e+00 0.000000e+00
[81,] 1.0000000 0.000000e+00 0.000000e+00
[82,] 1.0000000 0.000000e+00 0.000000e+00
[83,] 1.0000000 0.000000e+00 0.000000e+00
[84,] 1.0000000 0.000000e+00 0.000000e+00
[85,] 1.0000000 0.000000e+00 0.000000e+00
[86,] 1.0000000 0.000000e+00 0.000000e+00
[87,] 1.0000000 0.000000e+00 0.000000e+00
[88,] 1.0000000 0.000000e+00 0.000000e+00
[89,] 0.9999396 6.042205e-05 0.000000e+00
[90,] 1.0000000 0.000000e+00 0.000000e+00
[91,] 1.0000000 0.000000e+00 0.000000e+00
[92,] 0.9920682 7.931843e-03 0.000000e+00
[93,] 1.0000000 0.000000e+00 0.000000e+00
[94,] 0.9851252 1.487478e-02 2.609263e-16
[95,] 1.0000000 0.000000e+00 0.000000e+00
[96,] 1.0000000 0.000000e+00 0.000000e+00
[97,] 1.0000000 0.000000e+00 0.000000e+00
[98,] 1.0000000 0.000000e+00 0.000000e+00
[99,] 1.0000000 0.000000e+00 0.000000e+00
[100,] 1.0000000 0.000000e+00 0.000000e+00
[101,] 1.0000000 0.000000e+00 0.000000e+00
[102,] 1.0000000 0.000000e+00 0.000000e+00
[103,] 0.9999999 8.244416e-08 0.000000e+00
[104,] 0.9999731 2.693673e-05 0.000000e+00
[105,] 1.0000000 0.000000e+00 0.000000e+00
[106,] 1.0000000 3.706380e-11 3.298058e-22
[107,] 1.0000000 0.000000e+00 0.000000e+00
[108,] 0.9999999 5.694507e-08 0.000000e+00
[109,] 1.0000000 0.000000e+00 0.000000e+00
[110,] 1.0000000 0.000000e+00 0.000000e+00
[111,] 1.0000000 0.000000e+00 0.000000e+00
[112,] 1.0000000 1.443290e-15 0.000000e+00
[113,] 1.0000000 0.000000e+00 0.000000e+00
[114,] 1.0000000 0.000000e+00 0.000000e+00
[115,] 1.0000000 0.000000e+00 0.000000e+00
[116,] 1.0000000 0.000000e+00 0.000000e+00
[117,] 1.0000000 0.000000e+00 0.000000e+00
[118,] 0.9999990 9.628402e-07 0.000000e+00
[119,] 1.0000000 0.000000e+00 0.000000e+00
[120,] 1.0000000 5.069542e-09 0.000000e+00
[121,] 1.0000000 0.000000e+00 0.000000e+00
[122,] 1.0000000 0.000000e+00 0.000000e+00
[123,] 0.9999900 1.001110e-05 3.234585e-11
[124,] 1.0000000 0.000000e+00 0.000000e+00
[125,] 1.0000000 0.000000e+00 0.000000e+00
[126,] 1.0000000 0.000000e+00 0.000000e+00
[127,] 1.0000000 8.929968e-12 0.000000e+00
[128,] 1.0000000 0.000000e+00 0.000000e+00
[129,] 1.0000000 0.000000e+00 0.000000e+00
[130,] 1.0000000 1.274536e-13 1.228237e-26
[131,] 1.0000000 0.000000e+00 0.000000e+00
[132,] 1.0000000 0.000000e+00 0.000000e+00
[133,] 1.0000000 0.000000e+00 0.000000e+00
[134,] 1.0000000 0.000000e+00 0.000000e+00
[135,] 1.0000000 0.000000e+00 0.000000e+00
[136,] 1.0000000 0.000000e+00 0.000000e+00
[137,] 1.0000000 0.000000e+00 0.000000e+00
[138,] 1.0000000 0.000000e+00 0.000000e+00
[139,] 1.0000000 0.000000e+00 0.000000e+00
[140,] 1.0000000 0.000000e+00 0.000000e+00
[141,] 1.0000000 0.000000e+00 0.000000e+00
[142,] 1.0000000 0.000000e+00 0.000000e+00
[143,] 1.0000000 9.257731e-10 1.549256e-20
[144,] 1.0000000 2.220446e-16 0.000000e+00
[145,] 1.0000000 2.213785e-13 0.000000e+00
[146,] 1.0000000 0.000000e+00 0.000000e+00
[147,] 1.0000000 7.387254e-11 1.592582e-15
[148,] 1.0000000 0.000000e+00 0.000000e+00
[149,] 1.0000000 0.000000e+00 0.000000e+00
[150,] 1.0000000 0.000000e+00 0.000000e+00
[151,] 0.2698013 7.301987e-01 0.000000e+00
[152,] 1.0000000 0.000000e+00 0.000000e+00
[153,] 1.0000000 0.000000e+00 0.000000e+00
[154,] 0.9999957 4.311511e-06 0.000000e+00
[155,] 1.0000000 9.271472e-13 1.235208e-27
[156,] 1.0000000 8.834045e-13 0.000000e+00
[157,] 1.0000000 0.000000e+00 0.000000e+00
[158,] 0.9974403 2.559688e-03 0.000000e+00
[159,] 1.0000000 0.000000e+00 0.000000e+00
[160,] 1.0000000 0.000000e+00 0.000000e+00
[161,] 1.0000000 0.000000e+00 0.000000e+00
[162,] 1.0000000 0.000000e+00 0.000000e+00
[163,] 1.0000000 0.000000e+00 0.000000e+00
[164,] 1.0000000 0.000000e+00 0.000000e+00
[165,] 1.0000000 0.000000e+00 0.000000e+00
[166,] 1.0000000 0.000000e+00 0.000000e+00
[167,] 1.0000000 0.000000e+00 0.000000e+00
[168,] 0.8855446 1.144554e-01 0.000000e+00
[169,] 1.0000000 0.000000e+00 0.000000e+00
[170,] 1.0000000 0.000000e+00 0.000000e+00
[171,] 1.0000000 0.000000e+00 0.000000e+00
[172,] 1.0000000 0.000000e+00 0.000000e+00
[173,] 1.0000000 0.000000e+00 0.000000e+00
[174,] 1.0000000 0.000000e+00 0.000000e+00
[175,] 1.0000000 7.659519e-09 0.000000e+00
[176,] 1.0000000 3.922473e-11 0.000000e+00
[177,] 1.0000000 0.000000e+00 0.000000e+00
[178,] 1.0000000 0.000000e+00 0.000000e+00
[179,] 1.0000000 5.191403e-13 0.000000e+00
[180,] 1.0000000 0.000000e+00 0.000000e+00
[181,] 1.0000000 0.000000e+00 0.000000e+00
[182,] 1.0000000 0.000000e+00 0.000000e+00
[183,] 1.0000000 1.390589e-08 0.000000e+00
[184,] 0.9999999 1.132372e-07 1.760059e-22
[185,] 1.0000000 0.000000e+00 0.000000e+00
[186,] 1.0000000 0.000000e+00 0.000000e+00
[187,] 1.0000000 0.000000e+00 0.000000e+00
[188,] 1.0000000 0.000000e+00 0.000000e+00
[189,] 1.0000000 0.000000e+00 0.000000e+00
[190,] 1.0000000 1.038113e-08 0.000000e+00
[191,] 1.0000000 0.000000e+00 0.000000e+00
[192,] 1.0000000 0.000000e+00 0.000000e+00
[193,] 0.6786267 4.211436e-02 2.792589e-01
[194,] 1.0000000 0.000000e+00 0.000000e+00
[195,] 0.9999895 1.047231e-05 0.000000e+00
[196,] 1.0000000 8.363310e-13 0.000000e+00
[197,] 1.0000000 0.000000e+00 0.000000e+00
[198,] 1.0000000 2.388090e-13 0.000000e+00
[199,] 1.0000000 0.000000e+00 0.000000e+00
[200,] 1.0000000 0.000000e+00 0.000000e+00
[201,] 1.0000000 0.000000e+00 0.000000e+00
[202,] 1.0000000 4.010871e-09 0.000000e+00
[203,] 1.0000000 7.771561e-16 0.000000e+00
[204,] 1.0000000 0.000000e+00 0.000000e+00
[205,] 1.0000000 0.000000e+00 0.000000e+00
[206,] 1.0000000 0.000000e+00 0.000000e+00
[207,] 1.0000000 0.000000e+00 0.000000e+00
[208,] 1.0000000 4.440892e-16 0.000000e+00
[209,] 1.0000000 0.000000e+00 0.000000e+00
[210,] 1.0000000 0.000000e+00 0.000000e+00
[211,] 1.0000000 2.331468e-15 1.421044e-24
[212,] 1.0000000 0.000000e+00 0.000000e+00
[213,] 1.0000000 1.735854e-08 1.205406e-18
[214,] 1.0000000 1.038836e-12 0.000000e+00
[215,] 1.0000000 0.000000e+00 0.000000e+00
[216,] 1.0000000 0.000000e+00 0.000000e+00
[217,] 0.9999997 3.390093e-07 0.000000e+00
[218,] 1.0000000 0.000000e+00 0.000000e+00
[219,] 1.0000000 0.000000e+00 0.000000e+00
[220,] 1.0000000 0.000000e+00 0.000000e+00
[221,] 1.0000000 0.000000e+00 0.000000e+00
[222,] 1.0000000 0.000000e+00 0.000000e+00
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Rlda documentation built on May 1, 2019, 7:26 p.m.
R Package Documentation
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Note that we can't provide technical support on individual packages. You should contact the package authors for that.
Description Usage Arguments Details Author(s) See Also Examples
Description
Simulates a Bernoulli LDA.
Usage
1 2 3 | ## S3 method for class 'rlda'
generateBernoulliLDA(seed0, community, variables,
observations, alpha0, alpha1, gamma, ...)
|
Arguments
seed0 |
Initial seed to simulate a Bernoulli 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. |
alpha0 |
Scalar hyperparameters that must be positive. |
alpha1 |
Scalar hyperparameters that must be positive. |
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 Bernoulli 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
generateMultinomialLDA, generateBinomialLDA
Examples
1 2 3 4 5 6 7 8 9 | ## Not run:
#Generate fake data
res<- generateBernoulliLDA.rlda(seed0=9292, community=3,
variables=100, observations=1000,
alpha0=0.01, alpha1=0.01, 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]
[1,] 3.454499e-67 1.000000e+00 8.721636e-33
[2,] 1.000000e+00 4.597013e-71 8.465751e-44
[3,] 3.724879e-21 2.125470e-71 1.300943e-55
[4,] 1.000000e+00 3.714377e-74 6.348636e-10
[5,] 8.771234e-25 7.522958e-76 7.486621e-31
[6,] 1.000000e+00 1.075680e-06 9.891699e-01
[7,] 1.000000e+00 1.357139e-39 1.607667e-08
[8,] 4.419071e-123 1.592215e-06 6.421135e-03
[9,] 1.009339e-08 1.207899e-68 1.000000e+00
[10,] 2.416960e-03 5.572971e-85 1.000000e+00
[11,] 9.080473e-110 2.580540e-38 9.990925e-01
[12,] 1.000000e+00 7.577237e-21 1.000000e+00
[13,] 1.000000e+00 1.000000e+00 1.000000e+00
[14,] 1.587915e-04 6.877497e-29 1.000000e+00
[15,] 1.000000e+00 1.000000e+00 1.000000e+00
[16,] 1.000000e+00 1.000000e+00 1.000000e+00
[17,] 1.000000e+00 1.000000e+00 1.000000e+00
[18,] 1.000000e+00 3.237216e-13 8.806102e-60
[19,] 1.000000e+00 1.405780e-10 2.120742e-08
[20,] 2.161104e-20 1.000000e+00 1.118430e-36
[21,] 1.000000e+00 9.357340e-23 9.990222e-01
[22,] 1.000000e+00 1.482652e-33 1.000000e+00
[23,] 1.000000e+00 1.135547e-43 2.946716e-82
[24,] 1.000000e+00 5.435351e-40 1.000000e+00
[25,] 1.037392e-39 1.694026e-54 1.010536e-30
[26,] 1.441267e-17 5.287222e-28 3.285235e-31
[27,] 5.274251e-01 9.999999e-01 6.406322e-32
[28,] 1.435996e-55 9.999998e-01 1.000000e+00
[29,] 5.824985e-03 3.978613e-109 1.943412e-172
[30,] 8.722741e-115 1.000000e+00 9.999998e-01
[31,] 9.892327e-54 1.000000e+00 6.505707e-203
[32,] 1.000000e+00 1.247851e-23 1.087684e-15
[33,] 4.396212e-08 9.997729e-01 1.000000e+00
[34,] 1.000000e+00 9.998759e-01 1.000000e+00
[35,] 3.067185e-06 3.987755e-20 1.000000e+00
[36,] 1.000000e+00 2.259255e-04 1.137320e-03
[37,] 1.000000e+00 1.000000e+00 1.391571e-15
[38,] 2.891933e-03 5.063682e-116 6.977426e-15
[39,] 5.711234e-24 8.098666e-85 7.361255e-67
[40,] 8.353994e-19 4.776121e-09 1.000000e+00
[41,] 1.000000e+00 8.768204e-01 1.000000e+00
[42,] 1.000000e+00 5.219368e-06 2.583882e-93
[43,] 5.308760e-46 5.173674e-28 1.000000e+00
[44,] 8.287748e-01 1.000000e+00 1.436521e-169
[45,] 4.708231e-10 1.000000e+00 1.000000e+00
[46,] 2.072816e-114 1.000000e+00 9.995617e-01
[47,] 7.175568e-42 2.074845e-25 1.000000e+00
[48,] 6.615209e-01 1.000000e+00 9.362852e-01
[49,] 1.395971e-12 9.527308e-01 1.191311e-08
[50,] 1.000000e+00 1.000000e+00 1.000000e+00
[51,] 1.000000e+00 3.034549e-06 8.102157e-01
[52,] 9.999982e-01 4.006608e-86 1.000000e+00
[53,] 2.019161e-33 7.382067e-64 1.000000e+00
[54,] 1.000000e+00 1.000000e+00 2.620407e-08
[55,] 1.000000e+00 3.366798e-35 1.000000e+00
[56,] 1.000000e+00 2.556306e-10 9.749479e-40
[57,] 9.999436e-01 6.024033e-65 1.000000e+00
[58,] 3.129856e-17 6.472860e-78 1.000000e+00
[59,] 6.964727e-11 1.000000e+00 5.049376e-29
[60,] 1.201383e-46 1.000000e+00 2.339132e-78
[61,] 1.470379e-16 1.000000e+00 3.133884e-12
[62,] 1.000000e+00 3.481530e-21 1.000000e+00
[63,] 1.000000e+00 1.000000e+00 6.490603e-170
[64,] 1.000000e+00 1.000000e+00 5.467059e-25
[65,] 1.599446e-69 9.999992e-01 3.262689e-05
[66,] 1.000000e+00 1.000000e+00 1.626999e-16
[67,] 3.889562e-18 1.000000e+00 2.756486e-43
[68,] 1.000000e+00 8.804232e-21 1.000000e+00
[69,] 1.398255e-84 3.539367e-93 2.055044e-76
[70,] 1.840526e-09 7.801673e-15 6.248025e-02
[71,] 1.706332e-49 1.000000e+00 1.000000e+00
[72,] 7.072293e-183 1.000000e+00 1.000000e+00
[73,] 9.637888e-32 1.000000e+00 2.402274e-42
[74,] 1.000000e+00 1.000000e+00 4.373301e-03
[75,] 3.630487e-33 1.000000e+00 1.000000e+00
[76,] 6.892043e-31 1.000000e+00 1.024597e-58
[77,] 3.097513e-44 1.116884e-28 1.000000e+00
[78,] 9.999996e-01 1.842682e-13 3.221004e-32
[79,] 1.000000e+00 1.371501e-235 1.544798e-13
[80,] 1.000000e+00 5.063687e-13 1.969390e-17
[81,] 1.000000e+00 1.283497e-22 1.749910e-20
[82,] 1.158260e-17 1.963948e-10 6.380725e-23
[83,] 1.000000e+00 1.929539e-77 1.000000e+00
[84,] 1.000000e+00 1.941075e-32 1.000000e+00
[85,] 2.102410e-76 1.000000e+00 9.491746e-26
[86,] 7.284257e-29 1.000000e+00 8.713569e-41
[87,] 1.000000e+00 1.303727e-36 1.776572e-01
[88,] 1.000000e+00 9.995311e-01 1.000000e+00
[89,] 5.531609e-47 5.590019e-33 4.801998e-14
[90,] 1.000000e+00 1.414889e-21 1.000000e+00
[91,] 2.176667e-47 1.000000e+00 1.749560e-21
[92,] 5.065483e-163 1.000000e+00 1.956816e-17
[93,] 3.388832e-47 1.000000e+00 1.665953e-80
[94,] 1.000000e+00 1.000000e+00 3.962592e-73
[95,] 1.000000e+00 5.563188e-38 3.323446e-42
[96,] 9.999999e-01 1.000000e+00 1.362286e-148
[97,] 1.000000e+00 1.173641e-01 2.064475e-07
[98,] 1.000000e+00 6.373314e-06 1.000000e+00
[99,] 1.000000e+00 1.348090e-82 1.571526e-32
[100,] 1.000000e+00 1.000000e+00 4.534574e-134
$Phi
[,1] [,2] [,3]
[1,] 1.0000000 0.000000e+00 0.000000e+00
[2,] 1.0000000 1.002709e-11 1.230899e-23
[3,] 1.0000000 0.000000e+00 0.000000e+00
[4,] 1.0000000 0.000000e+00 0.000000e+00
[5,] 1.0000000 0.000000e+00 0.000000e+00
[6,] 1.0000000 6.268922e-10 0.000000e+00
[7,] 1.0000000 0.000000e+00 0.000000e+00
[8,] 0.9999985 1.542439e-06 5.157904e-19
[9,] 1.0000000 0.000000e+00 0.000000e+00
[10,] 1.0000000 5.551115e-15 0.000000e+00
[11,] 1.0000000 0.000000e+00 0.000000e+00
[12,] 1.0000000 0.000000e+00 0.000000e+00
[13,] 1.0000000 1.221245e-15 0.000000e+00
[14,] 1.0000000 0.000000e+00 0.000000e+00
[15,] 1.0000000 0.000000e+00 0.000000e+00
[16,] 1.0000000 0.000000e+00 0.000000e+00
[17,] 1.0000000 8.576759e-09 8.756186e-13
[18,] 1.0000000 0.000000e+00 0.000000e+00
[19,] 1.0000000 0.000000e+00 0.000000e+00
[20,] 1.0000000 0.000000e+00 0.000000e+00
[21,] 1.0000000 0.000000e+00 0.000000e+00
[22,] 1.0000000 0.000000e+00 0.000000e+00
[23,] 1.0000000 0.000000e+00 0.000000e+00
[24,] 1.0000000 0.000000e+00 0.000000e+00
[25,] 1.0000000 0.000000e+00 0.000000e+00
[26,] 1.0000000 0.000000e+00 0.000000e+00
[27,] 1.0000000 0.000000e+00 0.000000e+00
[28,] 0.9999960 3.983454e-06 0.000000e+00
[29,] 1.0000000 0.000000e+00 0.000000e+00
[30,] 1.0000000 0.000000e+00 0.000000e+00
[31,] 1.0000000 2.335143e-11 0.000000e+00
[32,] 1.0000000 8.298294e-10 0.000000e+00
[33,] 1.0000000 0.000000e+00 0.000000e+00
[34,] 1.0000000 0.000000e+00 0.000000e+00
[35,] 1.0000000 0.000000e+00 0.000000e+00
[36,] 1.0000000 0.000000e+00 0.000000e+00
[37,] 1.0000000 0.000000e+00 0.000000e+00
[38,] 1.0000000 0.000000e+00 0.000000e+00
[39,] 1.0000000 5.844457e-10 3.490790e-12
[40,] 0.9999960 4.024730e-06 2.324334e-14
[41,] 1.0000000 0.000000e+00 0.000000e+00
[42,] 1.0000000 0.000000e+00 0.000000e+00
[43,] 0.9987313 1.268667e-03 1.639745e-12
[44,] 1.0000000 8.615002e-10 4.239975e-22
[45,] 1.0000000 0.000000e+00 0.000000e+00
[46,] 1.0000000 0.000000e+00 0.000000e+00
[47,] 1.0000000 4.220497e-08 0.000000e+00
[48,] 1.0000000 0.000000e+00 0.000000e+00
[49,] 1.0000000 0.000000e+00 0.000000e+00
[50,] 1.0000000 0.000000e+00 0.000000e+00
[51,] 1.0000000 0.000000e+00 0.000000e+00
[52,] 0.9971504 2.849604e-03 0.000000e+00
[53,] 1.0000000 0.000000e+00 0.000000e+00
[54,] 1.0000000 0.000000e+00 0.000000e+00
[55,] 1.0000000 0.000000e+00 0.000000e+00
[56,] 1.0000000 0.000000e+00 0.000000e+00
[57,] 1.0000000 0.000000e+00 0.000000e+00
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[60,] 1.0000000 0.000000e+00 0.000000e+00
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[66,] 1.0000000 0.000000e+00 0.000000e+00
[67,] 1.0000000 0.000000e+00 0.000000e+00
[68,] 1.0000000 4.099965e-17 1.810450e-16
[69,] 1.0000000 0.000000e+00 0.000000e+00
[70,] 0.9996369 3.631235e-04 7.104724e-10
[71,] 1.0000000 7.395669e-10 0.000000e+00
[72,] 0.9999517 4.832132e-05 0.000000e+00
[73,] 1.0000000 2.220446e-16 0.000000e+00
[74,] 1.0000000 1.276756e-14 0.000000e+00
[75,] 1.0000000 0.000000e+00 0.000000e+00
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[79,] 1.0000000 0.000000e+00 0.000000e+00
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[88,] 1.0000000 0.000000e+00 0.000000e+00
[89,] 0.9999396 6.042205e-05 0.000000e+00
[90,] 1.0000000 0.000000e+00 0.000000e+00
[91,] 1.0000000 0.000000e+00 0.000000e+00
[92,] 0.9920682 7.931843e-03 0.000000e+00
[93,] 1.0000000 0.000000e+00 0.000000e+00
[94,] 0.9851252 1.487478e-02 2.609263e-16
[95,] 1.0000000 0.000000e+00 0.000000e+00
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[103,] 0.9999999 8.244416e-08 0.000000e+00
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[105,] 1.0000000 0.000000e+00 0.000000e+00
[106,] 1.0000000 3.706380e-11 3.298058e-22
[107,] 1.0000000 0.000000e+00 0.000000e+00
[108,] 0.9999999 5.694507e-08 0.000000e+00
[109,] 1.0000000 0.000000e+00 0.000000e+00
[110,] 1.0000000 0.000000e+00 0.000000e+00
[111,] 1.0000000 0.000000e+00 0.000000e+00
[112,] 1.0000000 1.443290e-15 0.000000e+00
[113,] 1.0000000 0.000000e+00 0.000000e+00
[114,] 1.0000000 0.000000e+00 0.000000e+00
[115,] 1.0000000 0.000000e+00 0.000000e+00
[116,] 1.0000000 0.000000e+00 0.000000e+00
[117,] 1.0000000 0.000000e+00 0.000000e+00
[118,] 0.9999990 9.628402e-07 0.000000e+00
[119,] 1.0000000 0.000000e+00 0.000000e+00
[120,] 1.0000000 5.069542e-09 0.000000e+00
[121,] 1.0000000 0.000000e+00 0.000000e+00
[122,] 1.0000000 0.000000e+00 0.000000e+00
[123,] 0.9999900 1.001110e-05 3.234585e-11
[124,] 1.0000000 0.000000e+00 0.000000e+00
[125,] 1.0000000 0.000000e+00 0.000000e+00
[126,] 1.0000000 0.000000e+00 0.000000e+00
[127,] 1.0000000 8.929968e-12 0.000000e+00
[128,] 1.0000000 0.000000e+00 0.000000e+00
[129,] 1.0000000 0.000000e+00 0.000000e+00
[130,] 1.0000000 1.274536e-13 1.228237e-26
[131,] 1.0000000 0.000000e+00 0.000000e+00
[132,] 1.0000000 0.000000e+00 0.000000e+00
[133,] 1.0000000 0.000000e+00 0.000000e+00
[134,] 1.0000000 0.000000e+00 0.000000e+00
[135,] 1.0000000 0.000000e+00 0.000000e+00
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