Nothing
tests/testthat/_snaps/em.md
In EMgaussian: Expectation-Maximization Algorithm for Multivariate Normal (Gaussian) with Missing Data
EM cov and prec
Code
cov.res$S
Output
[,1] [,2] [,3] [,4] [,5] [,6]
[1,] 1.98149696 -0.56211257 -0.486336453 -0.30525688 -0.318997452 0.04675248
[2,] -0.56211257 1.37429587 0.739540548 0.57892572 0.573591422 0.13564602
[3,] -0.48633645 0.73954055 1.692904116 0.69359630 0.824926478 0.15914722
[4,] -0.30525688 0.57892572 0.693596300 2.18803696 0.570602669 0.16276208
[5,] -0.31899745 0.57359142 0.824926478 0.57060267 1.582208500 0.19035405
[6,] 0.04675248 0.13564602 0.159147222 0.16276208 0.190354054 1.53934392
[7,] 0.02485783 0.20925599 0.244381940 0.45157785 0.185934141 0.69614679
[8,] -0.03498321 0.29193887 0.219845870 0.25217890 0.216868403 0.49200700
[9,] 0.25281464 -0.23669371 -0.215953311 -0.31015089 -0.215274511 -0.57415341
[10,] 0.11826842 -0.23143439 -0.334303345 -0.58410759 -0.348027985 -0.49776433
[11,] 0.24310310 -0.40247404 -0.444986627 -0.26992065 -0.503053267 -0.04649235
[12,] 0.20474955 -0.43888637 -0.597025030 -0.44535175 -0.665362497 -0.18042642
[13,] -0.08822856 0.39780016 0.681315281 0.38047721 0.706679973 0.19624499
[14,] -0.11749154 0.48008538 0.713470114 0.63897598 0.861015614 0.25590684
[15,] -0.04275692 0.46360821 0.440607986 0.31722788 0.452815677 0.41030890
[16,] 0.37366980 -0.16476129 -0.165603750 -0.22438419 -0.385906026 -0.13372945
[17,] 0.29694290 -0.08691787 -0.172360210 -0.32310305 -0.361557904 -0.07296873
[18,] 0.23051520 -0.06786007 -0.083028209 -0.16224818 -0.267829943 -0.05833783
[19,] 0.11397421 -0.15968072 -0.262175574 -0.37713610 -0.394366694 -0.18186202
[20,] 0.04233214 0.03183032 -0.082940129 -0.01701713 -0.150496432 -0.11021301
[21,] 0.02048016 0.17663262 0.214918225 0.10082831 0.233259674 0.23648706
[22,] 0.17349296 0.03004965 0.004739696 0.08674179 0.001263622 -0.22065415
[23,] -0.10269788 0.23667147 0.351415016 0.13048239 0.360501090 0.28972972
[24,] -0.13126542 0.12666436 0.054833638 -0.07210984 0.025230728 0.16749842
[25,] 0.21456109 -0.13851208 -0.086240845 0.04015790 -0.077034284 -0.19400450
[,7] [,8] [,9] [,10] [,11] [,12]
[1,] 0.02485783 -0.034983211 0.25281464 0.1182684 0.24310310 0.2047495
[2,] 0.20925599 0.291938868 -0.23669371 -0.2314344 -0.40247404 -0.4388864
[3,] 0.24438194 0.219845870 -0.21595331 -0.3343033 -0.44498663 -0.5970250
[4,] 0.45157785 0.252178901 -0.31015089 -0.5841076 -0.26992065 -0.4453517
[5,] 0.18593414 0.216868403 -0.21527451 -0.3480280 -0.50305327 -0.6653625
[6,] 0.69614679 0.492007000 -0.57415341 -0.4977643 -0.04649235 -0.1804264
[7,] 1.73719898 0.605137325 -0.68587824 -0.6363628 0.03782003 -0.1274706
[8,] 0.60513732 1.659925571 -0.59498471 -0.7125613 -0.00614469 -0.1583287
[9,] -0.68587824 -0.594984708 1.88887013 1.0646922 0.21097781 0.4418584
[10,] -0.63636283 -0.712561288 1.06469220 2.6510270 0.16340097 0.6842442
[11,] 0.03782003 -0.006144690 0.21097781 0.1634010 2.65940901 1.2226236
[12,] -0.12747057 -0.158328718 0.44185838 0.6842442 1.22262358 2.5765598
[13,] 0.26746559 0.149218957 -0.14898261 -0.3534429 -0.71531656 -0.8256083
[14,] 0.23713051 0.173163896 -0.21550180 -0.4700225 -0.99379177 -1.2006880
[15,] 0.43757413 0.365932602 -0.43733816 -0.5130625 -0.65743894 -0.8065483
[16,] -0.03900958 -0.139793151 0.47394231 0.5376970 0.03943908 0.4111666
[17,] -0.01631759 -0.113349969 0.34064487 0.6207506 0.03717385 0.4731942
[18,] 0.01006691 -0.138754833 0.45362915 0.6321119 0.13010449 0.5020093
[19,] -0.08494341 -0.222735409 0.56283309 0.8713818 0.58882837 0.8663791
[20,] 0.11199809 -0.022562192 0.44119309 0.4611375 0.13150649 0.6628827
[21,] 0.24511137 0.129708046 -0.13404982 -0.1535707 -0.18373368 -0.2886824
[22,] -0.08328710 -0.057200841 0.45376948 0.3541229 0.11225133 0.2072189
[23,] 0.30697648 0.096317174 -0.12725848 -0.1584488 -0.43309394 -0.4471446
[24,] 0.09338108 0.029402151 0.08435239 0.2763972 0.15513792 0.3432564
[25,] -0.09787949 -0.008960726 0.36053408 0.1211939 0.21826673 0.1713193
[,13] [,14] [,15] [,16] [,17] [,18]
[1,] -0.08822856 -0.1174915 -0.042756921 0.37366980 0.29694290 0.23051520
[2,] 0.39780016 0.4800854 0.463608205 -0.16476129 -0.08691787 -0.06786007
[3,] 0.68131528 0.7134701 0.440607986 -0.16560375 -0.17236021 -0.08302821
[4,] 0.38047721 0.6389760 0.317227876 -0.22438419 -0.32310305 -0.16224818
[5,] 0.70667997 0.8610156 0.452815677 -0.38590603 -0.36155790 -0.26782994
[6,] 0.19624499 0.2559068 0.410308901 -0.13372945 -0.07296873 -0.05833783
[7,] 0.26746559 0.2371305 0.437574126 -0.03900958 -0.01631759 0.01006691
[8,] 0.14921896 0.1731639 0.365932602 -0.13979315 -0.11334997 -0.13875483
[9,] -0.14898261 -0.2155018 -0.437338155 0.47394231 0.34064487 0.45362915
[10,] -0.35344286 -0.4700225 -0.513062482 0.53769701 0.62075062 0.63211189
[11,] -0.71531656 -0.9937918 -0.657438935 0.03943908 0.03717385 0.13010449
[12,] -0.82560831 -1.2006880 -0.806548256 0.41116655 0.47319422 0.50200933
[13,] 1.82808321 0.8263577 0.693258574 -0.10482285 -0.13837417 -0.03896953
[14,] 0.82635773 2.1234634 0.615865995 -0.30130223 -0.30853361 -0.23185221
[15,] 0.69325857 0.6158660 1.782890629 0.07962214 0.07024454 -0.13455502
[16,] -0.10482285 -0.3013022 0.079622141 2.46811432 1.69432449 1.40139881
[17,] -0.13837417 -0.3085336 0.070244543 1.69432449 2.32663634 1.34233046
[18,] -0.03896953 -0.2318522 -0.134555025 1.40139881 1.34233046 2.56659844
[19,] -0.30997874 -0.6574881 -0.446250244 0.97825932 0.93514859 1.30522040
[20,] -0.16299780 -0.2191698 -0.288974901 0.96100864 0.86781778 1.11310585
[21,] 0.49880392 0.2257988 0.449100531 -0.08498074 -0.08225088 -0.06357069
[22,] -0.14152802 0.1306977 -0.172102187 0.32133692 0.30642834 0.26766130
[23,] 0.64702420 0.3686469 0.475909038 -0.09776580 -0.06831417 -0.05733499
[24,] 0.08722691 -0.1723502 -0.009254744 0.15175574 0.24295796 0.34705285
[25,] -0.19937141 0.1043727 -0.205056945 0.22849798 0.08153773 0.12687020
[,19] [,20] [,21] [,22] [,23] [,24]
[1,] 0.11397421 0.04233214 0.02048016 0.173492956 -0.10269788 -0.131265423
[2,] -0.15968072 0.03183032 0.17663262 0.030049648 0.23667147 0.126664358
[3,] -0.26217557 -0.08294013 0.21491822 0.004739696 0.35141502 0.054833638
[4,] -0.37713610 -0.01701713 0.10082831 0.086741786 0.13048239 -0.072109837
[5,] -0.39436669 -0.15049643 0.23325967 0.001263622 0.36050109 0.025230728
[6,] -0.18186202 -0.11021301 0.23648706 -0.220654146 0.28972972 0.167498416
[7,] -0.08494341 0.11199809 0.24511137 -0.083287099 0.30697648 0.093381083
[8,] -0.22273541 -0.02256219 0.12970805 -0.057200841 0.09631717 0.029402151
[9,] 0.56283309 0.44119309 -0.13404982 0.453769479 -0.12725848 0.084352391
[10,] 0.87138183 0.46113747 -0.15357068 0.354122896 -0.15844885 0.276397198
[11,] 0.58882837 0.13150649 -0.18373368 0.112251328 -0.43309394 0.155137922
[12,] 0.86637908 0.66288273 -0.28868241 0.207218948 -0.44714465 0.343256375
[13,] -0.30997874 -0.16299780 0.49880392 -0.141528017 0.64702420 0.087226910
[14,] -0.65748809 -0.21916978 0.22579882 0.130697747 0.36864691 -0.172350216
[15,] -0.44625024 -0.28897490 0.44910053 -0.172102187 0.47590904 -0.009254744
[16,] 0.97825932 0.96100864 -0.08498074 0.321336922 -0.09776580 0.151755738
[17,] 0.93514859 0.86781778 -0.08225088 0.306428335 -0.06831417 0.242957961
[18,] 1.30522040 1.11310585 -0.06357069 0.267661304 -0.05733499 0.347052852
[19,] 2.46218395 1.01198572 -0.08302354 0.203478485 -0.11611620 0.404371621
[20,] 1.01198572 2.62199853 -0.21443054 0.505458532 -0.14531235 0.223586063
[21,] -0.08302354 -0.21443054 1.27511592 -0.375174429 0.54536607 0.247061557
[22,] 0.20347848 0.50545853 -0.37517443 2.448825383 -0.49597005 -0.131263713
[23,] -0.11611620 -0.14531235 0.54536607 -0.495970053 1.48966305 0.290778377
[24,] 0.40437162 0.22358606 0.24706156 -0.131263713 0.29077838 1.491012690
[25,] 0.08763264 0.29206650 -0.35497100 0.671771142 -0.50093141 -0.289895078
[,25]
[1,] 0.214561086
[2,] -0.138512080
[3,] -0.086240845
[4,] 0.040157903
[5,] -0.077034284
[6,] -0.194004503
[7,] -0.097879494
[8,] -0.008960726
[9,] 0.360534077
[10,] 0.121193852
[11,] 0.218266726
[12,] 0.171319256
[13,] -0.199371411
[14,] 0.104372746
[15,] -0.205056945
[16,] 0.228497983
[17,] 0.081537727
[18,] 0.126870201
[19,] 0.087632636
[20,] 0.292066496
[21,] -0.354971001
[22,] 0.671771142
[23,] -0.500931409
[24,] -0.289895078
[25,] 1.762418542
Code
cov.res$mu
Output
[,1]
[1,] 2.413062
[2,] 4.804397
[3,] 4.605623
[4,] 4.700785
[5,] 4.561962
[6,] 4.502662
[7,] 4.371094
[8,] 4.303185
[9,] 2.552235
[10,] 3.294614
[11,] 2.973923
[12,] 3.142674
[13,] 4.001543
[14,] 4.421073
[15,] 4.416728
[16,] 2.932415
[17,] 3.508701
[18,] 3.216303
[19,] 3.183024
[20,] 2.968511
[21,] 4.815735
[22,] 2.713214
[23,] 4.435369
[24,] 4.892615
[25,] 2.492375
Code
prec.res$S
Output
[,1] [,2] [,3] [,4] [,5] [,6]
[1,] 1.98149696 -0.56211257 -0.486336453 -0.30525688 -0.318997452 0.04675248
[2,] -0.56211257 1.37429587 0.739540548 0.57892572 0.573591422 0.13564602
[3,] -0.48633645 0.73954055 1.692904116 0.69359630 0.824926478 0.15914722
[4,] -0.30525688 0.57892572 0.693596300 2.18803696 0.570602669 0.16276208
[5,] -0.31899745 0.57359142 0.824926478 0.57060267 1.582208500 0.19035405
[6,] 0.04675248 0.13564602 0.159147222 0.16276208 0.190354054 1.53934392
[7,] 0.02485783 0.20925599 0.244381940 0.45157785 0.185934141 0.69614679
[8,] -0.03498321 0.29193887 0.219845870 0.25217890 0.216868403 0.49200700
[9,] 0.25281464 -0.23669371 -0.215953311 -0.31015089 -0.215274511 -0.57415341
[10,] 0.11826842 -0.23143439 -0.334303345 -0.58410759 -0.348027985 -0.49776433
[11,] 0.24310310 -0.40247404 -0.444986627 -0.26992065 -0.503053267 -0.04649235
[12,] 0.20474955 -0.43888637 -0.597025030 -0.44535175 -0.665362497 -0.18042642
[13,] -0.08822856 0.39780016 0.681315281 0.38047721 0.706679973 0.19624499
[14,] -0.11749154 0.48008538 0.713470114 0.63897598 0.861015614 0.25590684
[15,] -0.04275692 0.46360821 0.440607986 0.31722788 0.452815677 0.41030890
[16,] 0.37366980 -0.16476129 -0.165603750 -0.22438419 -0.385906026 -0.13372945
[17,] 0.29694290 -0.08691787 -0.172360210 -0.32310305 -0.361557904 -0.07296873
[18,] 0.23051520 -0.06786007 -0.083028209 -0.16224818 -0.267829943 -0.05833783
[19,] 0.11397421 -0.15968072 -0.262175574 -0.37713610 -0.394366694 -0.18186202
[20,] 0.04233214 0.03183032 -0.082940129 -0.01701713 -0.150496432 -0.11021301
[21,] 0.02048016 0.17663262 0.214918225 0.10082831 0.233259674 0.23648706
[22,] 0.17349296 0.03004965 0.004739696 0.08674179 0.001263622 -0.22065415
[23,] -0.10269788 0.23667147 0.351415016 0.13048239 0.360501090 0.28972972
[24,] -0.13126542 0.12666436 0.054833638 -0.07210984 0.025230728 0.16749842
[25,] 0.21456109 -0.13851208 -0.086240845 0.04015790 -0.077034284 -0.19400450
[,7] [,8] [,9] [,10] [,11] [,12]
[1,] 0.02485783 -0.034983211 0.25281464 0.1182684 0.24310310 0.2047495
[2,] 0.20925599 0.291938868 -0.23669371 -0.2314344 -0.40247404 -0.4388864
[3,] 0.24438194 0.219845870 -0.21595331 -0.3343033 -0.44498663 -0.5970250
[4,] 0.45157785 0.252178901 -0.31015089 -0.5841076 -0.26992065 -0.4453517
[5,] 0.18593414 0.216868403 -0.21527451 -0.3480280 -0.50305327 -0.6653625
[6,] 0.69614679 0.492007000 -0.57415341 -0.4977643 -0.04649235 -0.1804264
[7,] 1.73719898 0.605137325 -0.68587824 -0.6363628 0.03782003 -0.1274706
[8,] 0.60513732 1.659925571 -0.59498471 -0.7125613 -0.00614469 -0.1583287
[9,] -0.68587824 -0.594984708 1.88887013 1.0646922 0.21097781 0.4418584
[10,] -0.63636283 -0.712561288 1.06469220 2.6510270 0.16340097 0.6842442
[11,] 0.03782003 -0.006144690 0.21097781 0.1634010 2.65940901 1.2226236
[12,] -0.12747057 -0.158328718 0.44185838 0.6842442 1.22262358 2.5765598
[13,] 0.26746559 0.149218957 -0.14898261 -0.3534429 -0.71531656 -0.8256083
[14,] 0.23713051 0.173163896 -0.21550180 -0.4700225 -0.99379177 -1.2006880
[15,] 0.43757413 0.365932602 -0.43733816 -0.5130625 -0.65743894 -0.8065483
[16,] -0.03900958 -0.139793151 0.47394231 0.5376970 0.03943908 0.4111666
[17,] -0.01631759 -0.113349969 0.34064487 0.6207506 0.03717385 0.4731942
[18,] 0.01006691 -0.138754833 0.45362915 0.6321119 0.13010449 0.5020093
[19,] -0.08494341 -0.222735409 0.56283309 0.8713818 0.58882837 0.8663791
[20,] 0.11199809 -0.022562192 0.44119309 0.4611375 0.13150649 0.6628827
[21,] 0.24511137 0.129708046 -0.13404982 -0.1535707 -0.18373368 -0.2886824
[22,] -0.08328710 -0.057200841 0.45376948 0.3541229 0.11225133 0.2072189
[23,] 0.30697648 0.096317174 -0.12725848 -0.1584488 -0.43309394 -0.4471446
[24,] 0.09338108 0.029402151 0.08435239 0.2763972 0.15513792 0.3432564
[25,] -0.09787949 -0.008960726 0.36053408 0.1211939 0.21826673 0.1713193
[,13] [,14] [,15] [,16] [,17] [,18]
[1,] -0.08822856 -0.1174915 -0.042756921 0.37366980 0.29694290 0.23051520
[2,] 0.39780016 0.4800854 0.463608205 -0.16476129 -0.08691787 -0.06786007
[3,] 0.68131528 0.7134701 0.440607986 -0.16560375 -0.17236021 -0.08302821
[4,] 0.38047721 0.6389760 0.317227876 -0.22438419 -0.32310305 -0.16224818
[5,] 0.70667997 0.8610156 0.452815677 -0.38590603 -0.36155790 -0.26782994
[6,] 0.19624499 0.2559068 0.410308901 -0.13372945 -0.07296873 -0.05833783
[7,] 0.26746559 0.2371305 0.437574126 -0.03900958 -0.01631759 0.01006691
[8,] 0.14921896 0.1731639 0.365932602 -0.13979315 -0.11334997 -0.13875483
[9,] -0.14898261 -0.2155018 -0.437338155 0.47394231 0.34064487 0.45362915
[10,] -0.35344286 -0.4700225 -0.513062482 0.53769701 0.62075062 0.63211189
[11,] -0.71531656 -0.9937918 -0.657438935 0.03943908 0.03717385 0.13010449
[12,] -0.82560831 -1.2006880 -0.806548256 0.41116655 0.47319422 0.50200933
[13,] 1.82808321 0.8263577 0.693258574 -0.10482285 -0.13837417 -0.03896953
[14,] 0.82635773 2.1234634 0.615865995 -0.30130223 -0.30853361 -0.23185221
[15,] 0.69325857 0.6158660 1.782890629 0.07962214 0.07024454 -0.13455502
[16,] -0.10482285 -0.3013022 0.079622141 2.46811432 1.69432449 1.40139881
[17,] -0.13837417 -0.3085336 0.070244543 1.69432449 2.32663634 1.34233046
[18,] -0.03896953 -0.2318522 -0.134555025 1.40139881 1.34233046 2.56659844
[19,] -0.30997874 -0.6574881 -0.446250244 0.97825932 0.93514859 1.30522040
[20,] -0.16299780 -0.2191698 -0.288974901 0.96100864 0.86781778 1.11310585
[21,] 0.49880392 0.2257988 0.449100531 -0.08498074 -0.08225088 -0.06357069
[22,] -0.14152802 0.1306977 -0.172102187 0.32133692 0.30642834 0.26766130
[23,] 0.64702420 0.3686469 0.475909038 -0.09776580 -0.06831417 -0.05733499
[24,] 0.08722691 -0.1723502 -0.009254744 0.15175574 0.24295796 0.34705285
[25,] -0.19937141 0.1043727 -0.205056945 0.22849798 0.08153773 0.12687020
[,19] [,20] [,21] [,22] [,23] [,24]
[1,] 0.11397421 0.04233214 0.02048016 0.173492956 -0.10269788 -0.131265423
[2,] -0.15968072 0.03183032 0.17663262 0.030049648 0.23667147 0.126664358
[3,] -0.26217557 -0.08294013 0.21491822 0.004739696 0.35141502 0.054833638
[4,] -0.37713610 -0.01701713 0.10082831 0.086741786 0.13048239 -0.072109837
[5,] -0.39436669 -0.15049643 0.23325967 0.001263622 0.36050109 0.025230728
[6,] -0.18186202 -0.11021301 0.23648706 -0.220654146 0.28972972 0.167498416
[7,] -0.08494341 0.11199809 0.24511137 -0.083287099 0.30697648 0.093381083
[8,] -0.22273541 -0.02256219 0.12970805 -0.057200841 0.09631717 0.029402151
[9,] 0.56283309 0.44119309 -0.13404982 0.453769479 -0.12725848 0.084352391
[10,] 0.87138183 0.46113747 -0.15357068 0.354122896 -0.15844885 0.276397198
[11,] 0.58882837 0.13150649 -0.18373368 0.112251328 -0.43309394 0.155137922
[12,] 0.86637908 0.66288273 -0.28868241 0.207218948 -0.44714465 0.343256375
[13,] -0.30997874 -0.16299780 0.49880392 -0.141528017 0.64702420 0.087226910
[14,] -0.65748809 -0.21916978 0.22579882 0.130697747 0.36864691 -0.172350216
[15,] -0.44625024 -0.28897490 0.44910053 -0.172102187 0.47590904 -0.009254744
[16,] 0.97825932 0.96100864 -0.08498074 0.321336922 -0.09776580 0.151755738
[17,] 0.93514859 0.86781778 -0.08225088 0.306428335 -0.06831417 0.242957961
[18,] 1.30522040 1.11310585 -0.06357069 0.267661304 -0.05733499 0.347052852
[19,] 2.46218395 1.01198572 -0.08302354 0.203478485 -0.11611620 0.404371621
[20,] 1.01198572 2.62199853 -0.21443054 0.505458532 -0.14531235 0.223586063
[21,] -0.08302354 -0.21443054 1.27511592 -0.375174429 0.54536607 0.247061557
[22,] 0.20347848 0.50545853 -0.37517443 2.448825383 -0.49597005 -0.131263713
[23,] -0.11611620 -0.14531235 0.54536607 -0.495970053 1.48966305 0.290778377
[24,] 0.40437162 0.22358606 0.24706156 -0.131263713 0.29077838 1.491012690
[25,] 0.08763264 0.29206650 -0.35497100 0.671771142 -0.50093141 -0.289895078
[,25]
[1,] 0.214561086
[2,] -0.138512080
[3,] -0.086240845
[4,] 0.040157903
[5,] -0.077034284
[6,] -0.194004503
[7,] -0.097879494
[8,] -0.008960726
[9,] 0.360534077
[10,] 0.121193852
[11,] 0.218266726
[12,] 0.171319256
[13,] -0.199371411
[14,] 0.104372746
[15,] -0.205056945
[16,] 0.228497983
[17,] 0.081537727
[18,] 0.126870201
[19,] 0.087632636
[20,] 0.292066496
[21,] -0.354971001
[22,] 0.671771142
[23,] -0.500931409
[24,] -0.289895078
[25,] 1.762418542
Code
prec.res$K
Output
[,1] [,2] [,3] [,4] [,5]
[1,] 0.630141189 0.204696220 0.108610405 0.016175946 0.0211451538
[2,] 0.204696220 1.168014552 -0.274385066 -0.131980882 -0.1207962835
[3,] 0.108610405 -0.274385066 1.010944981 -0.115796899 -0.2601810078
[4,] 0.016175946 -0.131980882 -0.115796899 0.608379977 -0.0552846395
[5,] 0.021145154 -0.120796283 -0.260181008 -0.055284640 1.0662992101
[6,] -0.041720195 0.024388125 0.002712467 0.030766214 -0.0219321392
[7,] -0.034742668 0.014543487 -0.014529346 -0.114153946 0.0393877869
[8,] -0.027880091 -0.112382226 -0.007392333 0.020335962 -0.0298573609
[9,] -0.071039374 0.015569866 -0.003276901 -0.002297235 0.0014461147
[10,] 0.007521245 -0.029603251 0.009703549 0.068143829 -0.0077624590
[11,] -0.035121164 0.034828890 -0.020022165 -0.011786769 -0.0051141739
[12,] -0.008604143 0.027423316 0.022383795 -0.007716914 0.0136209943
[13,] -0.037960497 0.024932171 -0.142061735 0.006804615 -0.1500200432
[14,] -0.043379258 -0.019890731 -0.068704784 -0.075722893 -0.2051717959
[15,] -0.033641219 -0.156673504 0.010558207 0.012695603 -0.0287672955
[16,] -0.049339472 0.061886024 -0.032446908 -0.028007416 0.0688274776
[17,] -0.030527405 -0.048750481 -0.001358457 0.062284719 0.0429439985
[18,] -0.022456175 0.001618514 -0.022570187 -0.019401774 0.0248775174
[19,] 0.023209360 -0.027219216 -0.000394485 0.034276230 0.0008670015
[20,] 0.026445803 -0.047077080 0.022540498 -0.019195349 -0.0275136399
[21,] -0.054005698 -0.026001820 0.005913993 0.002600025 -0.0040602124
[22,] -0.031815629 -0.040308868 -0.011123086 -0.015218611 -0.0204722078
[23,] 0.002516764 0.010905239 -0.044736490 0.026968140 -0.0429854285
[24,] 0.051280030 -0.065314616 0.001332366 0.013291572 -0.0240980241
[25,] -0.033570117 0.037492877 -0.009951233 -0.012612719 -0.0033117846
[,6] [,7] [,8] [,9] [,10]
[1,] -0.041720195 -0.0347426683 -0.027880091 -0.071039374 0.007521245
[2,] 0.024388125 0.0145434874 -0.112382226 0.015569866 -0.029603251
[3,] 0.002712467 -0.0145293458 -0.007392333 -0.003276901 0.009703549
[4,] 0.030766214 -0.1141539457 0.020335962 -0.002297235 0.068143829
[5,] -0.021932139 0.0393877869 -0.029857361 0.001446115 -0.007762459
[6,] 0.896353562 -0.2299101388 -0.107190917 0.120874950 0.024469333
[7,] -0.229910139 0.8861656061 -0.132712926 0.197992272 0.050286848
[8,] -0.107190917 -0.1327129262 0.799439695 0.104943620 0.120211906
[9,] 0.120874950 0.1979922725 0.104943620 0.881981130 -0.205866691
[10,] 0.024469333 0.0502868484 0.120211906 -0.205866691 0.597344226
[11,] -0.023785122 -0.0589816591 -0.017225106 -0.038638136 0.052573910
[12,] -0.017717061 -0.0352304283 -0.019069178 -0.033486162 -0.056737653
[13,] 0.036470278 -0.0298306270 0.014547770 -0.043934415 0.037292525
[14,] -0.069919989 -0.0190643991 0.022172595 -0.035440494 0.013644175
[15,] -0.079593625 -0.0709492253 -0.052140837 0.049110851 0.031599452
[16,] 0.023784614 0.0025189581 0.004806933 -0.076152134 0.026344780
[17,] -0.002815293 -0.0058384174 -0.001168551 0.055521168 -0.070231853
[18,] -0.028456794 -0.0075028807 0.007233476 -0.016185555 -0.017091233
[19,] 0.010782885 -0.0351657319 0.005526774 -0.037391782 -0.089759528
[20,] 0.010268571 -0.0713357076 -0.025106511 -0.051793374 0.013187115
[21,] -0.023708541 -0.0465706001 -0.013352258 -0.034582469 -0.010391561
[22,] 0.020622286 -0.0347921997 -0.013810300 -0.077599654 -0.036011112
[23,] -0.055694529 -0.1079573095 0.022770362 -0.090018822 -0.010854981
[24,] -0.082439106 -0.0005279327 -0.019210556 -0.021081298 -0.055961700
[25,] 0.022919879 -0.0243515508 -0.045472420 -0.108251413 0.011251192
[,11] [,12] [,13] [,14] [,15]
[1,] -0.035121164 -8.604143e-03 -0.0379604974 -0.0433792584 -0.0336412190
[2,] 0.034828890 2.742332e-02 0.0249321708 -0.0198907309 -0.1566735039
[3,] -0.020022165 2.238379e-02 -0.1420617355 -0.0687047841 0.0105582072
[4,] -0.011786769 -7.716914e-03 0.0068046146 -0.0757228930 0.0126956030
[5,] -0.005114174 1.362099e-02 -0.1500200432 -0.2051717959 -0.0287672955
[6,] -0.023785122 -1.771706e-02 0.0364702777 -0.0699199892 -0.0795936245
[7,] -0.058981659 -3.523043e-02 -0.0298306270 -0.0190643991 -0.0709492253
[8,] -0.017225106 -1.906918e-02 0.0145477697 0.0221725950 -0.0521408366
[9,] -0.038638136 -3.348616e-02 -0.0439344151 -0.0354404941 0.0491108508
[10,] 0.052573910 -5.673765e-02 0.0372925253 0.0136441754 0.0315994524
[11,] 0.562029373 -1.602105e-01 0.0651265684 0.1341554484 0.0656095831
[12,] -0.160210511 7.034916e-01 0.0733011484 0.2017337838 0.1017594772
[13,] 0.065126568 7.330115e-02 0.9055857835 -0.1049626675 -0.1213807189
[14,] 0.134155448 2.017338e-01 -0.1049626675 0.8717071167 -0.0182052329
[15,] 0.065609583 1.017595e-01 -0.1213807189 -0.0182052329 0.8802374427
[16,] 0.025893056 2.009851e-02 -0.0035917026 0.0424544812 -0.1046765262
[17,] 0.028789742 -4.502006e-02 0.0231478063 -0.0006853787 -0.0785897772
[18,] 0.010097650 -3.708704e-06 -0.0470192544 -0.0405544926 0.0293288406
[19,] -0.076259818 -3.566405e-02 -0.0025893064 0.0753113429 0.0639104339
[20,] 0.047913392 -8.415473e-02 0.0001420972 -0.0147851311 0.0574418777
[21,] -0.032273732 6.400202e-03 -0.1457259011 -0.0047730400 -0.1351581281
[22,] -0.008427719 -9.394773e-03 -0.0086963681 -0.0546693800 -0.0055603915
[23,] 0.053452836 3.769172e-02 -0.1702450350 -0.0261725908 -0.0626859222
[24,] -0.026824598 -9.749050e-02 -0.0280609780 0.0236210639 0.0219400192
[25,] -0.044660707 -1.379699e-02 0.0049619313 -0.0985823030 0.0003988373
[,16] [,17] [,18] [,19] [,20]
[1,] -0.049339472 -0.0305274048 -2.245617e-02 0.0232093600 0.0264458032
[2,] 0.061886024 -0.0487504815 1.618514e-03 -0.0272192164 -0.0470770803
[3,] -0.032446908 -0.0013584569 -2.257019e-02 -0.0003944850 0.0225404980
[4,] -0.028007416 0.0622847194 -1.940177e-02 0.0342762300 -0.0191953488
[5,] 0.068827478 0.0429439985 2.487752e-02 0.0008670015 -0.0275136399
[6,] 0.023784614 -0.0028152930 -2.845679e-02 0.0107828854 0.0102685715
[7,] 0.002518958 -0.0058384174 -7.502881e-03 -0.0351657319 -0.0713357076
[8,] 0.004806933 -0.0011685510 7.233476e-03 0.0055267737 -0.0251065106
[9,] -0.076152134 0.0555211683 -1.618556e-02 -0.0373917822 -0.0517933738
[10,] 0.026344780 -0.0702318528 -1.709123e-02 -0.0897595277 0.0131871153
[11,] 0.025893056 0.0287897418 1.009765e-02 -0.0762598185 0.0479133918
[12,] 0.020098510 -0.0450200618 -3.708704e-06 -0.0356640538 -0.0841547285
[13,] -0.003591703 0.0231478063 -4.701925e-02 -0.0025893064 0.0001420972
[14,] 0.042454481 -0.0006853787 -4.055449e-02 0.0753113429 -0.0147851311
[15,] -0.104676526 -0.0785897772 2.932884e-02 0.0639104339 0.0574418777
[16,] 0.948551250 -0.5160973331 -1.726114e-01 -0.0606782348 -0.0791164340
[17,] -0.516097333 0.9770603213 -1.722718e-01 -0.0300582096 -0.0322758142
[18,] -0.172611365 -0.1722717651 7.407069e-01 -0.2117489465 -0.1060234250
[19,] -0.060678235 -0.0300582096 -2.117489e-01 0.7069402763 -0.1014388011
[20,] -0.079116434 -0.0322758142 -1.060234e-01 -0.1014388011 0.5560297744
[21,] -0.002811457 0.0278177585 8.069852e-03 -0.0288692197 0.0457306865
[22,] 0.001730141 -0.0381489051 1.062658e-02 0.0085425235 -0.0520650545
[23,] 0.005930477 -0.0042888716 2.152364e-02 -0.0181568790 -0.0098220746
[24,] 0.027269637 -0.0327511706 -5.525359e-02 -0.0548912019 -0.0122805795
[25,] -0.056385117 0.0419250540 3.236253e-03 0.0058501251 -0.0335044428
[,21] [,22] [,23] [,24] [,25]
[1,] -0.054005698 -0.031815629 0.002516764 0.0512800303 -0.0335701171
[2,] -0.026001820 -0.040308868 0.010905239 -0.0653146157 0.0374928770
[3,] 0.005913993 -0.011123086 -0.044736490 0.0013323659 -0.0099512328
[4,] 0.002600025 -0.015218611 0.026968140 0.0132915716 -0.0126127189
[5,] -0.004060212 -0.020472208 -0.042985428 -0.0240980241 -0.0033117846
[6,] -0.023708541 0.020622286 -0.055694529 -0.0824391060 0.0229198786
[7,] -0.046570600 -0.034792200 -0.107957309 -0.0005279327 -0.0243515508
[8,] -0.013352258 -0.013810300 0.022770362 -0.0192105558 -0.0454724200
[9,] -0.034582469 -0.077599654 -0.090018822 -0.0210812982 -0.1082514134
[10,] -0.010391561 -0.036011112 -0.010854981 -0.0559616998 0.0112511924
[11,] -0.032273732 -0.008427719 0.053452836 -0.0268245980 -0.0446607066
[12,] 0.006400202 -0.009394773 0.037691722 -0.0974905048 -0.0137969905
[13,] -0.145725901 -0.008696368 -0.170245035 -0.0280609780 0.0049619313
[14,] -0.004773040 -0.054669380 -0.026172591 0.0236210639 -0.0985823030
[15,] -0.135158128 -0.005560392 -0.062685922 0.0219400192 0.0003988373
[16,] -0.002811457 0.001730141 0.005930477 0.0272696370 -0.0563851168
[17,] 0.027817759 -0.038148905 -0.004288872 -0.0327511706 0.0419250540
[18,] 0.008069852 0.010626581 0.021523642 -0.0552535886 0.0032362532
[19,] -0.028869220 0.008542523 -0.018156879 -0.0548912019 0.0058501251
[20,] 0.045730687 -0.052065055 -0.009822075 -0.0122805795 -0.0335044428
[21,] 1.058420861 0.073641777 -0.200728944 -0.1027731547 0.0820596357
[22,] 0.073641777 0.515901424 0.119574421 0.0054064491 -0.1161608313
[23,] -0.200728944 0.119574421 1.023848008 -0.1092797622 0.1551697450
[24,] -0.102773155 0.005406449 -0.109279762 0.8202045133 0.0848839988
[25,] 0.082059636 -0.116160831 0.155169745 0.0848839988 0.7389892639
Code
prec.res$mu
Output
[,1]
[1,] 2.413062
[2,] 4.804397
[3,] 4.605623
[4,] 4.700785
[5,] 4.561962
[6,] 4.502662
[7,] 4.371094
[8,] 4.303185
[9,] 2.552235
[10,] 3.294614
[11,] 2.973923
[12,] 3.142674
[13,] 4.001543
[14,] 4.421073
[15,] 4.416728
[16,] 2.932415
[17,] 3.508701
[18,] 3.216303
[19,] 3.183024
[20,] 2.968511
[21,] 4.815735
[22,] 2.713214
[23,] 4.435369
[24,] 4.892615
[25,] 2.492375
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EM cov and prec
Code
cov.res$S
Output
[,1] [,2] [,3] [,4] [,5] [,6]
[1,] 1.98149696 -0.56211257 -0.486336453 -0.30525688 -0.318997452 0.04675248
[2,] -0.56211257 1.37429587 0.739540548 0.57892572 0.573591422 0.13564602
[3,] -0.48633645 0.73954055 1.692904116 0.69359630 0.824926478 0.15914722
[4,] -0.30525688 0.57892572 0.693596300 2.18803696 0.570602669 0.16276208
[5,] -0.31899745 0.57359142 0.824926478 0.57060267 1.582208500 0.19035405
[6,] 0.04675248 0.13564602 0.159147222 0.16276208 0.190354054 1.53934392
[7,] 0.02485783 0.20925599 0.244381940 0.45157785 0.185934141 0.69614679
[8,] -0.03498321 0.29193887 0.219845870 0.25217890 0.216868403 0.49200700
[9,] 0.25281464 -0.23669371 -0.215953311 -0.31015089 -0.215274511 -0.57415341
[10,] 0.11826842 -0.23143439 -0.334303345 -0.58410759 -0.348027985 -0.49776433
[11,] 0.24310310 -0.40247404 -0.444986627 -0.26992065 -0.503053267 -0.04649235
[12,] 0.20474955 -0.43888637 -0.597025030 -0.44535175 -0.665362497 -0.18042642
[13,] -0.08822856 0.39780016 0.681315281 0.38047721 0.706679973 0.19624499
[14,] -0.11749154 0.48008538 0.713470114 0.63897598 0.861015614 0.25590684
[15,] -0.04275692 0.46360821 0.440607986 0.31722788 0.452815677 0.41030890
[16,] 0.37366980 -0.16476129 -0.165603750 -0.22438419 -0.385906026 -0.13372945
[17,] 0.29694290 -0.08691787 -0.172360210 -0.32310305 -0.361557904 -0.07296873
[18,] 0.23051520 -0.06786007 -0.083028209 -0.16224818 -0.267829943 -0.05833783
[19,] 0.11397421 -0.15968072 -0.262175574 -0.37713610 -0.394366694 -0.18186202
[20,] 0.04233214 0.03183032 -0.082940129 -0.01701713 -0.150496432 -0.11021301
[21,] 0.02048016 0.17663262 0.214918225 0.10082831 0.233259674 0.23648706
[22,] 0.17349296 0.03004965 0.004739696 0.08674179 0.001263622 -0.22065415
[23,] -0.10269788 0.23667147 0.351415016 0.13048239 0.360501090 0.28972972
[24,] -0.13126542 0.12666436 0.054833638 -0.07210984 0.025230728 0.16749842
[25,] 0.21456109 -0.13851208 -0.086240845 0.04015790 -0.077034284 -0.19400450
[,7] [,8] [,9] [,10] [,11] [,12]
[1,] 0.02485783 -0.034983211 0.25281464 0.1182684 0.24310310 0.2047495
[2,] 0.20925599 0.291938868 -0.23669371 -0.2314344 -0.40247404 -0.4388864
[3,] 0.24438194 0.219845870 -0.21595331 -0.3343033 -0.44498663 -0.5970250
[4,] 0.45157785 0.252178901 -0.31015089 -0.5841076 -0.26992065 -0.4453517
[5,] 0.18593414 0.216868403 -0.21527451 -0.3480280 -0.50305327 -0.6653625
[6,] 0.69614679 0.492007000 -0.57415341 -0.4977643 -0.04649235 -0.1804264
[7,] 1.73719898 0.605137325 -0.68587824 -0.6363628 0.03782003 -0.1274706
[8,] 0.60513732 1.659925571 -0.59498471 -0.7125613 -0.00614469 -0.1583287
[9,] -0.68587824 -0.594984708 1.88887013 1.0646922 0.21097781 0.4418584
[10,] -0.63636283 -0.712561288 1.06469220 2.6510270 0.16340097 0.6842442
[11,] 0.03782003 -0.006144690 0.21097781 0.1634010 2.65940901 1.2226236
[12,] -0.12747057 -0.158328718 0.44185838 0.6842442 1.22262358 2.5765598
[13,] 0.26746559 0.149218957 -0.14898261 -0.3534429 -0.71531656 -0.8256083
[14,] 0.23713051 0.173163896 -0.21550180 -0.4700225 -0.99379177 -1.2006880
[15,] 0.43757413 0.365932602 -0.43733816 -0.5130625 -0.65743894 -0.8065483
[16,] -0.03900958 -0.139793151 0.47394231 0.5376970 0.03943908 0.4111666
[17,] -0.01631759 -0.113349969 0.34064487 0.6207506 0.03717385 0.4731942
[18,] 0.01006691 -0.138754833 0.45362915 0.6321119 0.13010449 0.5020093
[19,] -0.08494341 -0.222735409 0.56283309 0.8713818 0.58882837 0.8663791
[20,] 0.11199809 -0.022562192 0.44119309 0.4611375 0.13150649 0.6628827
[21,] 0.24511137 0.129708046 -0.13404982 -0.1535707 -0.18373368 -0.2886824
[22,] -0.08328710 -0.057200841 0.45376948 0.3541229 0.11225133 0.2072189
[23,] 0.30697648 0.096317174 -0.12725848 -0.1584488 -0.43309394 -0.4471446
[24,] 0.09338108 0.029402151 0.08435239 0.2763972 0.15513792 0.3432564
[25,] -0.09787949 -0.008960726 0.36053408 0.1211939 0.21826673 0.1713193
[,13] [,14] [,15] [,16] [,17] [,18]
[1,] -0.08822856 -0.1174915 -0.042756921 0.37366980 0.29694290 0.23051520
[2,] 0.39780016 0.4800854 0.463608205 -0.16476129 -0.08691787 -0.06786007
[3,] 0.68131528 0.7134701 0.440607986 -0.16560375 -0.17236021 -0.08302821
[4,] 0.38047721 0.6389760 0.317227876 -0.22438419 -0.32310305 -0.16224818
[5,] 0.70667997 0.8610156 0.452815677 -0.38590603 -0.36155790 -0.26782994
[6,] 0.19624499 0.2559068 0.410308901 -0.13372945 -0.07296873 -0.05833783
[7,] 0.26746559 0.2371305 0.437574126 -0.03900958 -0.01631759 0.01006691
[8,] 0.14921896 0.1731639 0.365932602 -0.13979315 -0.11334997 -0.13875483
[9,] -0.14898261 -0.2155018 -0.437338155 0.47394231 0.34064487 0.45362915
[10,] -0.35344286 -0.4700225 -0.513062482 0.53769701 0.62075062 0.63211189
[11,] -0.71531656 -0.9937918 -0.657438935 0.03943908 0.03717385 0.13010449
[12,] -0.82560831 -1.2006880 -0.806548256 0.41116655 0.47319422 0.50200933
[13,] 1.82808321 0.8263577 0.693258574 -0.10482285 -0.13837417 -0.03896953
[14,] 0.82635773 2.1234634 0.615865995 -0.30130223 -0.30853361 -0.23185221
[15,] 0.69325857 0.6158660 1.782890629 0.07962214 0.07024454 -0.13455502
[16,] -0.10482285 -0.3013022 0.079622141 2.46811432 1.69432449 1.40139881
[17,] -0.13837417 -0.3085336 0.070244543 1.69432449 2.32663634 1.34233046
[18,] -0.03896953 -0.2318522 -0.134555025 1.40139881 1.34233046 2.56659844
[19,] -0.30997874 -0.6574881 -0.446250244 0.97825932 0.93514859 1.30522040
[20,] -0.16299780 -0.2191698 -0.288974901 0.96100864 0.86781778 1.11310585
[21,] 0.49880392 0.2257988 0.449100531 -0.08498074 -0.08225088 -0.06357069
[22,] -0.14152802 0.1306977 -0.172102187 0.32133692 0.30642834 0.26766130
[23,] 0.64702420 0.3686469 0.475909038 -0.09776580 -0.06831417 -0.05733499
[24,] 0.08722691 -0.1723502 -0.009254744 0.15175574 0.24295796 0.34705285
[25,] -0.19937141 0.1043727 -0.205056945 0.22849798 0.08153773 0.12687020
[,19] [,20] [,21] [,22] [,23] [,24]
[1,] 0.11397421 0.04233214 0.02048016 0.173492956 -0.10269788 -0.131265423
[2,] -0.15968072 0.03183032 0.17663262 0.030049648 0.23667147 0.126664358
[3,] -0.26217557 -0.08294013 0.21491822 0.004739696 0.35141502 0.054833638
[4,] -0.37713610 -0.01701713 0.10082831 0.086741786 0.13048239 -0.072109837
[5,] -0.39436669 -0.15049643 0.23325967 0.001263622 0.36050109 0.025230728
[6,] -0.18186202 -0.11021301 0.23648706 -0.220654146 0.28972972 0.167498416
[7,] -0.08494341 0.11199809 0.24511137 -0.083287099 0.30697648 0.093381083
[8,] -0.22273541 -0.02256219 0.12970805 -0.057200841 0.09631717 0.029402151
[9,] 0.56283309 0.44119309 -0.13404982 0.453769479 -0.12725848 0.084352391
[10,] 0.87138183 0.46113747 -0.15357068 0.354122896 -0.15844885 0.276397198
[11,] 0.58882837 0.13150649 -0.18373368 0.112251328 -0.43309394 0.155137922
[12,] 0.86637908 0.66288273 -0.28868241 0.207218948 -0.44714465 0.343256375
[13,] -0.30997874 -0.16299780 0.49880392 -0.141528017 0.64702420 0.087226910
[14,] -0.65748809 -0.21916978 0.22579882 0.130697747 0.36864691 -0.172350216
[15,] -0.44625024 -0.28897490 0.44910053 -0.172102187 0.47590904 -0.009254744
[16,] 0.97825932 0.96100864 -0.08498074 0.321336922 -0.09776580 0.151755738
[17,] 0.93514859 0.86781778 -0.08225088 0.306428335 -0.06831417 0.242957961
[18,] 1.30522040 1.11310585 -0.06357069 0.267661304 -0.05733499 0.347052852
[19,] 2.46218395 1.01198572 -0.08302354 0.203478485 -0.11611620 0.404371621
[20,] 1.01198572 2.62199853 -0.21443054 0.505458532 -0.14531235 0.223586063
[21,] -0.08302354 -0.21443054 1.27511592 -0.375174429 0.54536607 0.247061557
[22,] 0.20347848 0.50545853 -0.37517443 2.448825383 -0.49597005 -0.131263713
[23,] -0.11611620 -0.14531235 0.54536607 -0.495970053 1.48966305 0.290778377
[24,] 0.40437162 0.22358606 0.24706156 -0.131263713 0.29077838 1.491012690
[25,] 0.08763264 0.29206650 -0.35497100 0.671771142 -0.50093141 -0.289895078
[,25]
[1,] 0.214561086
[2,] -0.138512080
[3,] -0.086240845
[4,] 0.040157903
[5,] -0.077034284
[6,] -0.194004503
[7,] -0.097879494
[8,] -0.008960726
[9,] 0.360534077
[10,] 0.121193852
[11,] 0.218266726
[12,] 0.171319256
[13,] -0.199371411
[14,] 0.104372746
[15,] -0.205056945
[16,] 0.228497983
[17,] 0.081537727
[18,] 0.126870201
[19,] 0.087632636
[20,] 0.292066496
[21,] -0.354971001
[22,] 0.671771142
[23,] -0.500931409
[24,] -0.289895078
[25,] 1.762418542
Code
cov.res$mu
Output
[,1]
[1,] 2.413062
[2,] 4.804397
[3,] 4.605623
[4,] 4.700785
[5,] 4.561962
[6,] 4.502662
[7,] 4.371094
[8,] 4.303185
[9,] 2.552235
[10,] 3.294614
[11,] 2.973923
[12,] 3.142674
[13,] 4.001543
[14,] 4.421073
[15,] 4.416728
[16,] 2.932415
[17,] 3.508701
[18,] 3.216303
[19,] 3.183024
[20,] 2.968511
[21,] 4.815735
[22,] 2.713214
[23,] 4.435369
[24,] 4.892615
[25,] 2.492375
Code
prec.res$S
Output
[,1] [,2] [,3] [,4] [,5] [,6]
[1,] 1.98149696 -0.56211257 -0.486336453 -0.30525688 -0.318997452 0.04675248
[2,] -0.56211257 1.37429587 0.739540548 0.57892572 0.573591422 0.13564602
[3,] -0.48633645 0.73954055 1.692904116 0.69359630 0.824926478 0.15914722
[4,] -0.30525688 0.57892572 0.693596300 2.18803696 0.570602669 0.16276208
[5,] -0.31899745 0.57359142 0.824926478 0.57060267 1.582208500 0.19035405
[6,] 0.04675248 0.13564602 0.159147222 0.16276208 0.190354054 1.53934392
[7,] 0.02485783 0.20925599 0.244381940 0.45157785 0.185934141 0.69614679
[8,] -0.03498321 0.29193887 0.219845870 0.25217890 0.216868403 0.49200700
[9,] 0.25281464 -0.23669371 -0.215953311 -0.31015089 -0.215274511 -0.57415341
[10,] 0.11826842 -0.23143439 -0.334303345 -0.58410759 -0.348027985 -0.49776433
[11,] 0.24310310 -0.40247404 -0.444986627 -0.26992065 -0.503053267 -0.04649235
[12,] 0.20474955 -0.43888637 -0.597025030 -0.44535175 -0.665362497 -0.18042642
[13,] -0.08822856 0.39780016 0.681315281 0.38047721 0.706679973 0.19624499
[14,] -0.11749154 0.48008538 0.713470114 0.63897598 0.861015614 0.25590684
[15,] -0.04275692 0.46360821 0.440607986 0.31722788 0.452815677 0.41030890
[16,] 0.37366980 -0.16476129 -0.165603750 -0.22438419 -0.385906026 -0.13372945
[17,] 0.29694290 -0.08691787 -0.172360210 -0.32310305 -0.361557904 -0.07296873
[18,] 0.23051520 -0.06786007 -0.083028209 -0.16224818 -0.267829943 -0.05833783
[19,] 0.11397421 -0.15968072 -0.262175574 -0.37713610 -0.394366694 -0.18186202
[20,] 0.04233214 0.03183032 -0.082940129 -0.01701713 -0.150496432 -0.11021301
[21,] 0.02048016 0.17663262 0.214918225 0.10082831 0.233259674 0.23648706
[22,] 0.17349296 0.03004965 0.004739696 0.08674179 0.001263622 -0.22065415
[23,] -0.10269788 0.23667147 0.351415016 0.13048239 0.360501090 0.28972972
[24,] -0.13126542 0.12666436 0.054833638 -0.07210984 0.025230728 0.16749842
[25,] 0.21456109 -0.13851208 -0.086240845 0.04015790 -0.077034284 -0.19400450
[,7] [,8] [,9] [,10] [,11] [,12]
[1,] 0.02485783 -0.034983211 0.25281464 0.1182684 0.24310310 0.2047495
[2,] 0.20925599 0.291938868 -0.23669371 -0.2314344 -0.40247404 -0.4388864
[3,] 0.24438194 0.219845870 -0.21595331 -0.3343033 -0.44498663 -0.5970250
[4,] 0.45157785 0.252178901 -0.31015089 -0.5841076 -0.26992065 -0.4453517
[5,] 0.18593414 0.216868403 -0.21527451 -0.3480280 -0.50305327 -0.6653625
[6,] 0.69614679 0.492007000 -0.57415341 -0.4977643 -0.04649235 -0.1804264
[7,] 1.73719898 0.605137325 -0.68587824 -0.6363628 0.03782003 -0.1274706
[8,] 0.60513732 1.659925571 -0.59498471 -0.7125613 -0.00614469 -0.1583287
[9,] -0.68587824 -0.594984708 1.88887013 1.0646922 0.21097781 0.4418584
[10,] -0.63636283 -0.712561288 1.06469220 2.6510270 0.16340097 0.6842442
[11,] 0.03782003 -0.006144690 0.21097781 0.1634010 2.65940901 1.2226236
[12,] -0.12747057 -0.158328718 0.44185838 0.6842442 1.22262358 2.5765598
[13,] 0.26746559 0.149218957 -0.14898261 -0.3534429 -0.71531656 -0.8256083
[14,] 0.23713051 0.173163896 -0.21550180 -0.4700225 -0.99379177 -1.2006880
[15,] 0.43757413 0.365932602 -0.43733816 -0.5130625 -0.65743894 -0.8065483
[16,] -0.03900958 -0.139793151 0.47394231 0.5376970 0.03943908 0.4111666
[17,] -0.01631759 -0.113349969 0.34064487 0.6207506 0.03717385 0.4731942
[18,] 0.01006691 -0.138754833 0.45362915 0.6321119 0.13010449 0.5020093
[19,] -0.08494341 -0.222735409 0.56283309 0.8713818 0.58882837 0.8663791
[20,] 0.11199809 -0.022562192 0.44119309 0.4611375 0.13150649 0.6628827
[21,] 0.24511137 0.129708046 -0.13404982 -0.1535707 -0.18373368 -0.2886824
[22,] -0.08328710 -0.057200841 0.45376948 0.3541229 0.11225133 0.2072189
[23,] 0.30697648 0.096317174 -0.12725848 -0.1584488 -0.43309394 -0.4471446
[24,] 0.09338108 0.029402151 0.08435239 0.2763972 0.15513792 0.3432564
[25,] -0.09787949 -0.008960726 0.36053408 0.1211939 0.21826673 0.1713193
[,13] [,14] [,15] [,16] [,17] [,18]
[1,] -0.08822856 -0.1174915 -0.042756921 0.37366980 0.29694290 0.23051520
[2,] 0.39780016 0.4800854 0.463608205 -0.16476129 -0.08691787 -0.06786007
[3,] 0.68131528 0.7134701 0.440607986 -0.16560375 -0.17236021 -0.08302821
[4,] 0.38047721 0.6389760 0.317227876 -0.22438419 -0.32310305 -0.16224818
[5,] 0.70667997 0.8610156 0.452815677 -0.38590603 -0.36155790 -0.26782994
[6,] 0.19624499 0.2559068 0.410308901 -0.13372945 -0.07296873 -0.05833783
[7,] 0.26746559 0.2371305 0.437574126 -0.03900958 -0.01631759 0.01006691
[8,] 0.14921896 0.1731639 0.365932602 -0.13979315 -0.11334997 -0.13875483
[9,] -0.14898261 -0.2155018 -0.437338155 0.47394231 0.34064487 0.45362915
[10,] -0.35344286 -0.4700225 -0.513062482 0.53769701 0.62075062 0.63211189
[11,] -0.71531656 -0.9937918 -0.657438935 0.03943908 0.03717385 0.13010449
[12,] -0.82560831 -1.2006880 -0.806548256 0.41116655 0.47319422 0.50200933
[13,] 1.82808321 0.8263577 0.693258574 -0.10482285 -0.13837417 -0.03896953
[14,] 0.82635773 2.1234634 0.615865995 -0.30130223 -0.30853361 -0.23185221
[15,] 0.69325857 0.6158660 1.782890629 0.07962214 0.07024454 -0.13455502
[16,] -0.10482285 -0.3013022 0.079622141 2.46811432 1.69432449 1.40139881
[17,] -0.13837417 -0.3085336 0.070244543 1.69432449 2.32663634 1.34233046
[18,] -0.03896953 -0.2318522 -0.134555025 1.40139881 1.34233046 2.56659844
[19,] -0.30997874 -0.6574881 -0.446250244 0.97825932 0.93514859 1.30522040
[20,] -0.16299780 -0.2191698 -0.288974901 0.96100864 0.86781778 1.11310585
[21,] 0.49880392 0.2257988 0.449100531 -0.08498074 -0.08225088 -0.06357069
[22,] -0.14152802 0.1306977 -0.172102187 0.32133692 0.30642834 0.26766130
[23,] 0.64702420 0.3686469 0.475909038 -0.09776580 -0.06831417 -0.05733499
[24,] 0.08722691 -0.1723502 -0.009254744 0.15175574 0.24295796 0.34705285
[25,] -0.19937141 0.1043727 -0.205056945 0.22849798 0.08153773 0.12687020
[,19] [,20] [,21] [,22] [,23] [,24]
[1,] 0.11397421 0.04233214 0.02048016 0.173492956 -0.10269788 -0.131265423
[2,] -0.15968072 0.03183032 0.17663262 0.030049648 0.23667147 0.126664358
[3,] -0.26217557 -0.08294013 0.21491822 0.004739696 0.35141502 0.054833638
[4,] -0.37713610 -0.01701713 0.10082831 0.086741786 0.13048239 -0.072109837
[5,] -0.39436669 -0.15049643 0.23325967 0.001263622 0.36050109 0.025230728
[6,] -0.18186202 -0.11021301 0.23648706 -0.220654146 0.28972972 0.167498416
[7,] -0.08494341 0.11199809 0.24511137 -0.083287099 0.30697648 0.093381083
[8,] -0.22273541 -0.02256219 0.12970805 -0.057200841 0.09631717 0.029402151
[9,] 0.56283309 0.44119309 -0.13404982 0.453769479 -0.12725848 0.084352391
[10,] 0.87138183 0.46113747 -0.15357068 0.354122896 -0.15844885 0.276397198
[11,] 0.58882837 0.13150649 -0.18373368 0.112251328 -0.43309394 0.155137922
[12,] 0.86637908 0.66288273 -0.28868241 0.207218948 -0.44714465 0.343256375
[13,] -0.30997874 -0.16299780 0.49880392 -0.141528017 0.64702420 0.087226910
[14,] -0.65748809 -0.21916978 0.22579882 0.130697747 0.36864691 -0.172350216
[15,] -0.44625024 -0.28897490 0.44910053 -0.172102187 0.47590904 -0.009254744
[16,] 0.97825932 0.96100864 -0.08498074 0.321336922 -0.09776580 0.151755738
[17,] 0.93514859 0.86781778 -0.08225088 0.306428335 -0.06831417 0.242957961
[18,] 1.30522040 1.11310585 -0.06357069 0.267661304 -0.05733499 0.347052852
[19,] 2.46218395 1.01198572 -0.08302354 0.203478485 -0.11611620 0.404371621
[20,] 1.01198572 2.62199853 -0.21443054 0.505458532 -0.14531235 0.223586063
[21,] -0.08302354 -0.21443054 1.27511592 -0.375174429 0.54536607 0.247061557
[22,] 0.20347848 0.50545853 -0.37517443 2.448825383 -0.49597005 -0.131263713
[23,] -0.11611620 -0.14531235 0.54536607 -0.495970053 1.48966305 0.290778377
[24,] 0.40437162 0.22358606 0.24706156 -0.131263713 0.29077838 1.491012690
[25,] 0.08763264 0.29206650 -0.35497100 0.671771142 -0.50093141 -0.289895078
[,25]
[1,] 0.214561086
[2,] -0.138512080
[3,] -0.086240845
[4,] 0.040157903
[5,] -0.077034284
[6,] -0.194004503
[7,] -0.097879494
[8,] -0.008960726
[9,] 0.360534077
[10,] 0.121193852
[11,] 0.218266726
[12,] 0.171319256
[13,] -0.199371411
[14,] 0.104372746
[15,] -0.205056945
[16,] 0.228497983
[17,] 0.081537727
[18,] 0.126870201
[19,] 0.087632636
[20,] 0.292066496
[21,] -0.354971001
[22,] 0.671771142
[23,] -0.500931409
[24,] -0.289895078
[25,] 1.762418542
Code
prec.res$K
Output
[,1] [,2] [,3] [,4] [,5]
[1,] 0.630141189 0.204696220 0.108610405 0.016175946 0.0211451538
[2,] 0.204696220 1.168014552 -0.274385066 -0.131980882 -0.1207962835
[3,] 0.108610405 -0.274385066 1.010944981 -0.115796899 -0.2601810078
[4,] 0.016175946 -0.131980882 -0.115796899 0.608379977 -0.0552846395
[5,] 0.021145154 -0.120796283 -0.260181008 -0.055284640 1.0662992101
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[25,] 0.022919879 -0.0243515508 -0.045472420 -0.108251413 0.011251192
[,11] [,12] [,13] [,14] [,15]
[1,] -0.035121164 -8.604143e-03 -0.0379604974 -0.0433792584 -0.0336412190
[2,] 0.034828890 2.742332e-02 0.0249321708 -0.0198907309 -0.1566735039
[3,] -0.020022165 2.238379e-02 -0.1420617355 -0.0687047841 0.0105582072
[4,] -0.011786769 -7.716914e-03 0.0068046146 -0.0757228930 0.0126956030
[5,] -0.005114174 1.362099e-02 -0.1500200432 -0.2051717959 -0.0287672955
[6,] -0.023785122 -1.771706e-02 0.0364702777 -0.0699199892 -0.0795936245
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[11,] 0.562029373 -1.602105e-01 0.0651265684 0.1341554484 0.0656095831
[12,] -0.160210511 7.034916e-01 0.0733011484 0.2017337838 0.1017594772
[13,] 0.065126568 7.330115e-02 0.9055857835 -0.1049626675 -0.1213807189
[14,] 0.134155448 2.017338e-01 -0.1049626675 0.8717071167 -0.0182052329
[15,] 0.065609583 1.017595e-01 -0.1213807189 -0.0182052329 0.8802374427
[16,] 0.025893056 2.009851e-02 -0.0035917026 0.0424544812 -0.1046765262
[17,] 0.028789742 -4.502006e-02 0.0231478063 -0.0006853787 -0.0785897772
[18,] 0.010097650 -3.708704e-06 -0.0470192544 -0.0405544926 0.0293288406
[19,] -0.076259818 -3.566405e-02 -0.0025893064 0.0753113429 0.0639104339
[20,] 0.047913392 -8.415473e-02 0.0001420972 -0.0147851311 0.0574418777
[21,] -0.032273732 6.400202e-03 -0.1457259011 -0.0047730400 -0.1351581281
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[23,] 0.053452836 3.769172e-02 -0.1702450350 -0.0261725908 -0.0626859222
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[25,] -0.044660707 -1.379699e-02 0.0049619313 -0.0985823030 0.0003988373
[,16] [,17] [,18] [,19] [,20]
[1,] -0.049339472 -0.0305274048 -2.245617e-02 0.0232093600 0.0264458032
[2,] 0.061886024 -0.0487504815 1.618514e-03 -0.0272192164 -0.0470770803
[3,] -0.032446908 -0.0013584569 -2.257019e-02 -0.0003944850 0.0225404980
[4,] -0.028007416 0.0622847194 -1.940177e-02 0.0342762300 -0.0191953488
[5,] 0.068827478 0.0429439985 2.487752e-02 0.0008670015 -0.0275136399
[6,] 0.023784614 -0.0028152930 -2.845679e-02 0.0107828854 0.0102685715
[7,] 0.002518958 -0.0058384174 -7.502881e-03 -0.0351657319 -0.0713357076
[8,] 0.004806933 -0.0011685510 7.233476e-03 0.0055267737 -0.0251065106
[9,] -0.076152134 0.0555211683 -1.618556e-02 -0.0373917822 -0.0517933738
[10,] 0.026344780 -0.0702318528 -1.709123e-02 -0.0897595277 0.0131871153
[11,] 0.025893056 0.0287897418 1.009765e-02 -0.0762598185 0.0479133918
[12,] 0.020098510 -0.0450200618 -3.708704e-06 -0.0356640538 -0.0841547285
[13,] -0.003591703 0.0231478063 -4.701925e-02 -0.0025893064 0.0001420972
[14,] 0.042454481 -0.0006853787 -4.055449e-02 0.0753113429 -0.0147851311
[15,] -0.104676526 -0.0785897772 2.932884e-02 0.0639104339 0.0574418777
[16,] 0.948551250 -0.5160973331 -1.726114e-01 -0.0606782348 -0.0791164340
[17,] -0.516097333 0.9770603213 -1.722718e-01 -0.0300582096 -0.0322758142
[18,] -0.172611365 -0.1722717651 7.407069e-01 -0.2117489465 -0.1060234250
[19,] -0.060678235 -0.0300582096 -2.117489e-01 0.7069402763 -0.1014388011
[20,] -0.079116434 -0.0322758142 -1.060234e-01 -0.1014388011 0.5560297744
[21,] -0.002811457 0.0278177585 8.069852e-03 -0.0288692197 0.0457306865
[22,] 0.001730141 -0.0381489051 1.062658e-02 0.0085425235 -0.0520650545
[23,] 0.005930477 -0.0042888716 2.152364e-02 -0.0181568790 -0.0098220746
[24,] 0.027269637 -0.0327511706 -5.525359e-02 -0.0548912019 -0.0122805795
[25,] -0.056385117 0.0419250540 3.236253e-03 0.0058501251 -0.0335044428
[,21] [,22] [,23] [,24] [,25]
[1,] -0.054005698 -0.031815629 0.002516764 0.0512800303 -0.0335701171
[2,] -0.026001820 -0.040308868 0.010905239 -0.0653146157 0.0374928770
[3,] 0.005913993 -0.011123086 -0.044736490 0.0013323659 -0.0099512328
[4,] 0.002600025 -0.015218611 0.026968140 0.0132915716 -0.0126127189
[5,] -0.004060212 -0.020472208 -0.042985428 -0.0240980241 -0.0033117846
[6,] -0.023708541 0.020622286 -0.055694529 -0.0824391060 0.0229198786
[7,] -0.046570600 -0.034792200 -0.107957309 -0.0005279327 -0.0243515508
[8,] -0.013352258 -0.013810300 0.022770362 -0.0192105558 -0.0454724200
[9,] -0.034582469 -0.077599654 -0.090018822 -0.0210812982 -0.1082514134
[10,] -0.010391561 -0.036011112 -0.010854981 -0.0559616998 0.0112511924
[11,] -0.032273732 -0.008427719 0.053452836 -0.0268245980 -0.0446607066
[12,] 0.006400202 -0.009394773 0.037691722 -0.0974905048 -0.0137969905
[13,] -0.145725901 -0.008696368 -0.170245035 -0.0280609780 0.0049619313
[14,] -0.004773040 -0.054669380 -0.026172591 0.0236210639 -0.0985823030
[15,] -0.135158128 -0.005560392 -0.062685922 0.0219400192 0.0003988373
[16,] -0.002811457 0.001730141 0.005930477 0.0272696370 -0.0563851168
[17,] 0.027817759 -0.038148905 -0.004288872 -0.0327511706 0.0419250540
[18,] 0.008069852 0.010626581 0.021523642 -0.0552535886 0.0032362532
[19,] -0.028869220 0.008542523 -0.018156879 -0.0548912019 0.0058501251
[20,] 0.045730687 -0.052065055 -0.009822075 -0.0122805795 -0.0335044428
[21,] 1.058420861 0.073641777 -0.200728944 -0.1027731547 0.0820596357
[22,] 0.073641777 0.515901424 0.119574421 0.0054064491 -0.1161608313
[23,] -0.200728944 0.119574421 1.023848008 -0.1092797622 0.1551697450
[24,] -0.102773155 0.005406449 -0.109279762 0.8202045133 0.0848839988
[25,] 0.082059636 -0.116160831 0.155169745 0.0848839988 0.7389892639
Code
prec.res$mu
Output
[,1]
[1,] 2.413062
[2,] 4.804397
[3,] 4.605623
[4,] 4.700785
[5,] 4.561962
[6,] 4.502662
[7,] 4.371094
[8,] 4.303185
[9,] 2.552235
[10,] 3.294614
[11,] 2.973923
[12,] 3.142674
[13,] 4.001543
[14,] 4.421073
[15,] 4.416728
[16,] 2.932415
[17,] 3.508701
[18,] 3.216303
[19,] 3.183024
[20,] 2.968511
[21,] 4.815735
[22,] 2.713214
[23,] 4.435369
[24,] 4.892615
[25,] 2.492375
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