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test_solutions.txt
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test_solutions.txt
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Input:
X:
[[2. 5. 3. 0. 0.]
[3. 5. 0. 4. 3.]
[2. 0. 3. 3. 1.]
[4. 0. 4. 5. 2.]
[3. 4. 0. 0. 4.]
[1. 0. 4. 5. 5.]
[2. 5. 0. 0. 1.]
[3. 0. 5. 4. 3.]
[0. 5. 3. 3. 3.]
[2. 0. 0. 3. 3.]
[3. 4. 3. 3. 3.]
[1. 5. 3. 0. 1.]
[4. 5. 3. 4. 3.]
[1. 4. 0. 5. 2.]
[1. 5. 3. 3. 5.]
[3. 5. 3. 4. 3.]
[3. 0. 0. 4. 2.]
[3. 5. 3. 5. 1.]
[2. 4. 5. 5. 0.]
[2. 5. 4. 4. 2.]]
K: 4
Mu:
[[2. 4. 5. 5. 0.]
[3. 5. 0. 4. 3.]
[2. 5. 4. 4. 2.]
[0. 5. 3. 3. 3.]]
Var: [5.93 4.87 3.99 4.51]
P: [0.25 0.25 0.25 0.25]
After first E-step:
post:
[[0.17713577 0.12995693 0.43161668 0.26129062]
[0.08790299 0.35848927 0.41566414 0.13794359]
[0.15529703 0.10542632 0.5030648 0.23621184]
[0.23290326 0.10485918 0.58720619 0.07503136]
[0.09060401 0.41569201 0.32452345 0.16918054]
[0.07639077 0.08473656 0.41423836 0.42463432]
[0.21838413 0.20787523 0.41319756 0.16054307]
[0.16534478 0.04759109 0.63399833 0.1530658 ]
[0.05486073 0.13290982 0.37956674 0.43266271]
[0.08779356 0.28748372 0.37049225 0.25423047]
[0.07715067 0.18612696 0.50647898 0.23024339]
[0.16678427 0.07789806 0.45643509 0.29888258]
[0.08544132 0.24851049 0.53837544 0.12767275]
[0.17773171 0.19578852 0.41091504 0.21556473]
[0.02553529 0.1258932 0.29235844 0.55621307]
[0.07604748 0.19032469 0.54189543 0.1917324 ]
[0.15623582 0.31418901 0.41418177 0.1153934 ]
[0.19275595 0.13517877 0.56734832 0.10471696]
[0.33228594 0.02780214 0.50397264 0.13593928]
[0.12546781 0.05835499 0.60962919 0.20654801]]
LL:-152.16319226209848
After first M-step:
Mu:
[[2.38279095 4.64102716 3.73583539 4.28989488 2.17237898]
[2.56629755 4.6686168 3.24084599 3.88882023 2.72874336]
[2.45674721 4.72686227 3.55798344 4.05614484 2.5030405 ]
[2.00305536 4.7674522 3.37388115 3.7905181 2.97986269]]
Var: [0.71489705 0.64830186 0.73650336 0.85722393]
P: [0.13810266 0.17175435 0.46575794 0.22438505]
After a run
Mu:
[[2.00570178 4.99062403 3.13772745 4.00124767 1.16193276]
[2.99396416 4.68350343 3.00527213 3.52422521 3.08969957]
[2.54539306 4.20213487 4.56501823 4.55520636 2.31130827]
[1.01534912 4.99975322 3.49251807 3.99998124 4.99986013]]
Var: [0.25 0.25 0.44961685 0.27930039]
P: [0.27660973 0.35431424 0.26752518 0.10155086]
post:
[[8.35114583e-01 1.26066023e-01 8.03346942e-03 3.07859243e-02]
[2.29595284e-04 9.30406661e-01 6.93634633e-02 2.80840424e-07]
[9.98723643e-01 1.34234094e-04 1.14212255e-03 1.65905887e-14]
[1.85331147e-04 1.94115053e-03 9.97873518e-01 2.57285049e-14]
[1.82091725e-08 8.82200084e-01 1.17730763e-01 6.91351811e-05]
[2.13395201e-14 1.74763538e-08 1.23289877e-04 9.99876693e-01]
[9.78452231e-01 2.41596929e-05 2.15236097e-02 2.05795060e-14]
[1.95291523e-06 3.46537075e-03 9.96532634e-01 4.18625878e-08]
[2.53995753e-04 9.99058306e-01 6.46220953e-04 4.14767958e-05]
[1.39755279e-03 8.96199140e-01 1.02340131e-01 6.31761952e-05]
[1.02964283e-05 9.98438589e-01 1.55110233e-03 1.18280899e-08]
[9.99175360e-01 4.92298629e-07 8.24147990e-04 5.73816393e-13]
[4.54696111e-06 9.96705586e-01 3.28986689e-03 1.91139775e-10]
[4.13182467e-02 1.40457914e-05 9.58667653e-01 5.48560980e-08]
[9.22358785e-14 4.78927600e-06 3.67220413e-07 9.99994844e-01]
[2.36604822e-04 9.96136619e-01 3.62659186e-03 1.84275504e-07]
[1.09042309e-01 2.42442342e-01 6.48515348e-01 8.68166867e-11]
[9.62134995e-01 1.21159085e-04 3.77438456e-02 5.30337126e-16]
[1.39885506e-04 2.34579872e-06 9.99672523e-01 1.85246074e-04]
[6.05773445e-01 1.29236657e-02 3.81302856e-01 3.38895349e-08]]
LL: -84.98451993042474
X_gold:
[[2. 5. 3. 4. 3.]
[3. 5. 3. 4. 3.]
[2. 4. 3. 3. 1.]
[4. 4. 4. 5. 2.]
[3. 4. 4. 4. 4.]
[1. 5. 4. 5. 5.]
[2. 5. 4. 5. 1.]
[3. 4. 5. 4. 3.]
[3. 5. 3. 3. 3.]
[2. 5. 3. 3. 3.]
[3. 4. 3. 3. 3.]
[1. 5. 3. 5. 1.]
[4. 5. 3. 4. 3.]
[1. 4. 3. 5. 2.]
[1. 5. 3. 3. 5.]
[3. 5. 3. 4. 3.]
[3. 5. 4. 4. 2.]
[3. 5. 3. 5. 1.]
[2. 4. 5. 5. 3.]
[2. 5. 4. 4. 2.]]
X_pred:
[[2. 5. 3. 3.94554203 1.53247395]
[3. 5. 3.11376 4. 3. ]
[2. 4.98967752 3. 3. 1. ]
[4. 4.20321354 4. 5. 2. ]
[3. 4. 3.18859109 3.64540838 4. ]
[1. 4.99965498 4. 5. 5. ]
[2. 5. 3.16858887 4.01321529 1. ]
[3. 4.20380457 5. 4. 3. ]
[2.99334056 5. 3. 3. 3. ]
[2. 4.63458935 3.16542905 3. 3. ]
[3. 4. 3. 3. 3. ]
[1. 5. 3. 4.00170707 1. ]
[4. 5. 3. 4. 3. ]
[1. 4. 4.50628741 5. 2. ]
[1. 5. 3. 3. 5. ]
[3. 5. 3. 4. 3. ]
[3. 4.40437447 4.03220151 4. 2. ]
[3. 5. 3. 5. 1. ]
[2. 4. 5. 5. 2.3116484 ]
[2. 5. 4. 4. 2. ]]
RMSE: 0.3152301205749675