Mediator-pass through with normal errors
Examples
m <- model_mediator_informative(n = 100, k = 5)
o <- model_outcome_normal(m)
o
#> $y
#> [1] 6.885794887 8.616529330 8.309806448 7.679211539 7.684468516
#> [6] 7.337078038 5.398795158 5.507178971 8.476648320 7.517168436
#> [11] 6.694188050 4.343510677 4.558102978 3.507938086 5.693456181
#> [16] 3.490741314 3.212255045 4.526540048 6.528682086 5.259790138
#> [21] 8.959429610 10.236259642 7.880375283 9.589704459 7.258357286
#> [26] 6.048705771 7.440302874 6.043156644 6.717170023 5.177781084
#> [31] 4.827437890 5.645973500 5.188371471 5.943550083 5.275006715
#> [36] 5.868817401 3.173128065 2.735345307 2.640242868 6.039791393
#> [41] 4.837939895 4.182220529 -1.453787485 -0.835306283 -1.212255177
#> [46] -0.001592763 0.080785913 -1.889238920 0.088798822 -1.424897926
#> [51] -1.695219493 -3.331646732 -0.217126873 -2.331063914 -1.004994749
#> [56] 2.577802905 2.801285697 2.702781381 1.875323797 0.906356874
#> [61] 3.837462179 4.388799809 -1.442626645 0.410720148 -0.741127284
#> [66] -2.162556794 -1.146493847 -1.319977965 0.319086429 -1.275552498
#> [71] 0.154968156 0.478343508 -1.038708298 -1.324986066 -0.038292777
#> [76] -0.536963642 1.795297306 1.706818238 1.729636891 5.243369009
#> [81] 4.155037863 5.010355715 4.007741564 3.279821667 4.293295353
#> [86] 4.798691138 3.249207933 3.121136986 5.302218611 4.456553286
#> [91] 2.305541547 1.689279795 2.653248191 2.432678719 2.835898869
#> [96] 3.752631868 1.919379262 2.567495297 2.121121784 1.325709916
#>
#> $beta_w
#> C1 C2 C3 C4 C5
#> 1.642215 1.778847 1.225735 1.736604 1.176901
#>
#> $beta_x
#> US1 US2 US3 US4 US5
#> 0.8888388 0.7109887 1.0899153 0.7026465 1.5884116
#>
#> $mediator
#> $n
#> [1] 100
#>
#> $k
#> [1] 5
#>
#> $X
#> US1 US2 US3 US4 US5
#> [1,] 0.3606659 -0.7408713 0.16843208 3.49777411 0.48888510
#> [2,] 0.3601276 -0.7397656 0.16818071 3.49255395 0.48815548
#> [3,] 0.3563370 -0.7319790 0.16641047 3.45579198 0.48301724
#> [4,] 0.3430270 -0.7046380 0.16019468 3.32671072 0.46497551
#> [5,] 0.3429907 -0.7045635 0.16017774 3.32635887 0.46492633
#> [6,] 0.3226094 -0.6626966 0.15065960 3.12869888 0.43729933
#> [7,] 0.3149597 -0.6469828 0.14708716 3.05451111 0.42693008
#> [8,] 0.2922543 -0.6003419 0.13648367 2.83431189 0.39615276
#> [9,] 0.2818362 -0.5789413 0.13161839 2.73327618 0.38203096
#> [10,] 0.2562530 -0.5263889 0.11967096 2.48516785 0.34735277
#> [11,] 0.2322189 -0.4770186 0.10844696 2.25208264 0.31477437
#> [12,] 0.2302930 -0.4730625 0.10754756 2.23340522 0.31216382
#> [13,] 0.2077472 -0.4267495 0.09701860 2.01475373 0.28160283
#> [14,] 0.2053569 -0.4218393 0.09590232 1.99157223 0.27836274
#> [15,] 0.2012248 -0.4133512 0.09397259 1.95149816 0.27276158
#> [16,] 0.1623482 -0.3334919 0.07581712 1.57446949 0.22006415
#> [17,] 0.1495477 -0.3071973 0.06983922 1.45032833 0.20271289
#> [18,] 3.6233461 0.7488110 -0.08831216 -0.17902929 0.11714477
#> [19,] 3.5647848 0.7367086 -0.08688484 -0.17613578 0.11525146
#> [20,] 3.4332846 0.7095324 -0.08367978 -0.16963836 0.11099998
#> [21,] 3.3680776 0.6960565 -0.08209048 -0.16641649 0.10889180
#> [22,] 3.2222496 0.6659193 -0.07853620 -0.15921114 0.10417710
#> [23,] 3.1645185 0.6539884 -0.07712911 -0.15635865 0.10231063
#> [24,] 3.0966080 0.6399538 -0.07547393 -0.15300320 0.10011504
#> [25,] 2.9183339 0.6031112 -0.07112883 -0.14419468 0.09435134
#> [26,] 2.7061386 0.5592583 -0.06595698 -0.13371013 0.08749095
#> [27,] 2.5167777 0.5201244 -0.06134167 -0.12435382 0.08136881
#> [28,] 2.4698035 0.5104166 -0.06019676 -0.12203283 0.07985011
#> [29,] 2.4429188 0.5048606 -0.05954150 -0.12070446 0.07898091
#> [30,] 2.1817634 0.4508894 -0.05317633 -0.10780078 0.07053761
#> [31,] 2.1095545 0.4359665 -0.05141637 -0.10423295 0.06820306
#> [32,] 2.0587833 0.4254740 -0.05017892 -0.10172434 0.06656160
#> [33,] 2.0030094 0.4139476 -0.04881954 -0.09896856 0.06475840
#> [34,] 1.9091415 0.3945486 -0.04653169 -0.09433055 0.06172360
#> [35,] 1.7662392 0.3650160 -0.04304872 -0.08726976 0.05710348
#> [36,] 1.6518039 0.3413665 -0.04025957 -0.08161552 0.05340373
#> [37,] 1.6097805 0.3326818 -0.03923533 -0.07953915 0.05204509
#> [38,] 1.6038694 0.3314602 -0.03909126 -0.07924708 0.05185398
#> [39,] 1.5791585 0.3263534 -0.03848898 -0.07802612 0.05105507
#> [40,] 1.5061432 0.3112638 -0.03670937 -0.07441843 0.04869444
#> [41,] 1.3990726 0.2891363 -0.03409973 -0.06912808 0.04523279
#> [42,] 1.2909640 0.2667943 -0.03146479 -0.06378645 0.04173758
#> [43,] 0.5519504 -2.8697247 -2.24587239 -0.54023437 0.22928885
#> [44,] 0.5424363 -2.8202583 -2.20715948 -0.53092216 0.22533651
#> [45,] 0.4982832 -2.5906955 -2.02750162 -0.48770628 0.20699462
#> [46,] 0.4966379 -2.5821415 -2.02080718 -0.48609596 0.20631116
#> [47,] 0.4847011 -2.5200792 -1.97223668 -0.47441255 0.20135243
#> [48,] 0.4499579 -2.3394406 -1.83086728 -0.44040678 0.18691955
#> [49,] 0.4418514 -2.2972930 -1.79788217 -0.43247236 0.18355198
#> [50,] 0.4388311 -2.2815896 -1.78559257 -0.42951616 0.18229729
#> [51,] 0.4354579 -2.2640515 -1.77186709 -0.42621455 0.18089601
#> [52,] 0.4311918 -2.2418710 -1.75450844 -0.42203901 0.17912381
#> [53,] 0.3912259 -2.0340789 -1.59188843 -0.38292151 0.16252137
#> [54,] 0.3791887 -1.9714945 -1.54290930 -0.37113980 0.15752092
#> [55,] 0.3620831 -1.8825585 -1.47330722 -0.35439734 0.15041501
#> [56,] 0.3114915 -1.6195203 -1.26745114 -0.30487960 0.12939845
#> [57,] 0.2945485 -1.5314297 -1.19851063 -0.28829627 0.12236008
#> [58,] 0.2675086 -1.3908424 -1.08848578 -0.26183030 0.11112726
#> [59,] 0.2588835 -1.3459985 -1.05339055 -0.25338830 0.10754427
#> [60,] 0.2108691 -1.0963599 -0.85802115 -0.20639308 0.08759833
#> [61,] 0.2017461 -1.0489270 -0.82089972 -0.19746369 0.08380848
#> [62,] 0.1918022 -0.9972264 -0.78043832 -0.18773088 0.07967764
#> [63,] 0.2803225 -0.4445919 0.08478710 0.42993655 -3.64180913
#> [64,] 0.2792748 -0.4429303 0.08447022 0.42832968 -3.62819805
#> [65,] 0.2713862 -0.4304189 0.08208419 0.41623071 -3.52571277
#> [66,] 0.2671326 -0.4236726 0.08079763 0.40970681 -3.47045162
#> [67,] 0.2605326 -0.4132050 0.07880138 0.39958428 -3.38470803
#> [68,] 0.2564138 -0.4066726 0.07755560 0.39326719 -3.33119863
#> [69,] 0.2062586 -0.3271264 0.06238553 0.31634314 -2.67960780
#> [70,] 0.1941238 -0.3078806 0.05871521 0.29773176 -2.52195873
#> [71,] 0.1924839 -0.3052798 0.05821921 0.29521666 -2.50065440
#> [72,] 0.1872239 -0.2969373 0.05662823 0.28714917 -2.43231816
#> [73,] 0.1697415 -0.2692102 0.05134047 0.26033610 -2.20519606
#> [74,] 0.1620913 -0.2570770 0.04902657 0.24860282 -2.10580849
#> [75,] 0.1564302 -0.2480985 0.04731430 0.23992030 -2.03226250
#> [76,] 0.1332909 -0.2113995 0.04031552 0.20443104 -1.73164811
#> [77,] 0.1253609 -0.1988225 0.03791699 0.19226861 -1.62862540
#> [78,] 0.1142560 -0.1812102 0.03455819 0.17523689 -1.48435695
#> [79,] 0.1060242 -0.1681545 0.03206835 0.16261148 -1.37741245
#> [80,] 0.5214114 -2.1331704 2.95377060 -0.63377768 0.24689386
#> [81,] 0.5195248 -2.1254519 2.94308283 -0.63148446 0.24600052
#> [82,] 0.4987947 -2.0406420 2.82564777 -0.60628693 0.23618459
#> [83,] 0.4550182 -1.8615461 2.57765623 -0.55307646 0.21545597
#> [84,] 0.4481604 -1.8334896 2.53880689 -0.54474073 0.21220871
#> [85,] 0.4348531 -1.7790478 2.46342206 -0.52856573 0.20590759
#> [86,] 0.4244968 -1.7366787 2.40475412 -0.51597761 0.20100377
#> [87,] 0.3925668 -1.6060483 2.22387205 -0.47716653 0.18588456
#> [88,] 0.3921958 -1.6045305 2.22177042 -0.47671560 0.18570890
#> [89,] 0.3419448 -1.3989463 1.93710098 -0.41563531 0.16191452
#> [90,] 0.3358935 -1.3741895 1.90282061 -0.40827993 0.15904916
#> [91,] 0.3227413 -1.3203820 1.82831403 -0.39229337 0.15282145
#> [92,] 0.3003012 -1.2285762 1.70119196 -0.36501734 0.14219583
#> [93,] 0.2868265 -1.1734492 1.62485829 -0.34863876 0.13581540
#> [94,] 0.2867399 -1.1730951 1.62436796 -0.34853355 0.13577442
#> [95,] 0.2765020 -1.1312101 1.56637052 -0.33608929 0.13092664
#> [96,] 0.2361601 -0.9661656 1.33783565 -0.28705356 0.11182433
#> [97,] 0.2353125 -0.9626979 1.33303397 -0.28602329 0.11142297
#> [98,] 0.2276743 -0.9314488 1.28976387 -0.27673901 0.10780620
#> [99,] 0.2047953 -0.8378474 1.16015531 -0.24892947 0.09697274
#> [100,] 0.2033402 -0.8318946 1.15191257 -0.24716086 0.09628376
#>
#> $W
#> 100 x 5 sparse Matrix of class "dgCMatrix"
#> C1 C2 C3 C4 C5
#> 20 2.930756 . . . .
#> 1 2.870189 . . . .
#> 8 2.865905 . . . .
#> 17 2.835739 . . . .
#> 12 2.729818 . . . .
#> 15 2.729529 . . . .
#> 10 2.567334 . . . .
#> 16 2.506458 . . . .
#> 3 2.325768 . . . .
#> 6 2.242860 . . . .
#> 11 2.039268 . . . .
#> 5 1.848004 . . . .
#> 4 1.832678 . . . .
#> 14 1.653258 . . . .
#> 2 1.634236 . . . .
#> 9 1.601352 . . . .
#> 19 1.428629 . . . .
#> 7 1.291971 . . . .
#> 18 1.277308 . . . .
#> 13 1.190104 . . . .
#> 34 . 2.883388 . . .
#> 30 . 2.777024 . . .
#> 25 . 2.724281 . . .
#> 22 . 2.606328 . . .
#> 23 . 2.559632 . . .
#> 31 . 2.504702 . . .
#> 35 . 2.188869 . . .
#> 27 . 2.035704 . . .
#> 33 . 1.997709 . . .
#> 26 . 1.975963 . . .
#> 29 . 1.764727 . . .
#> 36 . 1.706320 . . .
#> 21 . 1.665254 . . .
#> 32 . 1.620141 . . .
#> 28 . 1.544216 . . .
#> 37 . 1.336067 . . .
#> 38 . 1.302076 . . .
#> 24 . 1.297295 . . .
#> 39 . 1.044201 . . .
#> 51 . . 2.654786 . .
#> 50 . . 2.590977 . .
#> 52 . . 2.405257 . .
#> 49 . . 2.361923 . .
#> 40 . . 2.360504 . .
#> 47 . . 2.327747 . .
#> 43 . . 2.304942 . .
#> 45 . . 2.091304 . .
#> 54 . . 1.665083 . .
#> 44 . . 1.429971 . .
#> 46 . . 1.383866 . .
#> 41 . . 1.218249 . .
#> 42 . . 1.131645 . .
#> 55 . . 1.127204 . .
#> 48 . . 1.078437 . .
#> 53 . . 1.025282 . .
#> 56 . . . 2.950460 .
#> 65 . . . 2.918540 .
#> 61 . . . 2.899601 .
#> 73 . . . 2.836101 .
#> 75 . . . 2.791648 .
#> 67 . . . 2.722676 .
#> 66 . . . 2.679633 .
#> 62 . . . 2.663580 .
#> 60 . . . 2.345778 .
#> 71 . . . 2.155490 .
#> 69 . . . 2.028676 .
#> 58 . . . 2.026959 .
#> 68 . . . 1.956569 .
#> 59 . . . 1.935521 .
#> 76 . . . 1.693923 .
#> 63 . . . 1.634762 .
#> 57 . . . 1.574514 .
#> 72 . . . 1.392946 .
#> 74 . . . 1.310074 .
#> 64 . . . 1.194024 .
#> 70 . . . 1.107997 .
#> 90 . . . . 2.959062
#> 84 . . . . 2.948355
#> 78 . . . . 2.929489
#> 96 . . . . 2.830710
#> 100 . . . . 2.582274
#> 99 . . . . 2.543355
#> 87 . . . . 2.467835
#> 97 . . . . 2.409062
#> 89 . . . . 2.227856
#> 81 . . . . 2.225751
#> 79 . . . . 2.011539
#> 93 . . . . 1.940571
#> 86 . . . . 1.906229
#> 95 . . . . 1.831589
#> 77 . . . . 1.773871
#> 91 . . . . 1.704240
#> 85 . . . . 1.627769
#> 82 . . . . 1.627278
#> 98 . . . . 1.569177
#> 92 . . . . 1.340232
#> 83 . . . . 1.335422
#> 94 . . . . 1.292074
#> 80 . . . . 1.162234
#> 88 . . . . 1.153976
#>
#> $A_model
#> Undirected Factor Model
#> -----------------------
#>
#> Nodes (n): 100
#> Rank (k): 5
#>
#> X: 100 x 5 [dgCMatrix]
#> S: 5 x 5 [dsyMatrix]
#>
#> Poisson edges: TRUE
#> Allow self loops: TRUE
#>
#> Expected edges: 6954
#> Expected degree: 69.5
#> Expected density: 1.40489
#> $Theta
#> US1 US2 US3 US4 US5
#> C1 0.2518171 -0.2066664 0.05009058 1.10296467 0.15955236
#> C2 1.1725096 0.2423142 -0.02857769 -0.05793362 0.03790788
#> C3 0.3548408 -0.8582769 -0.70566183 -0.17769148 0.07748992
#> C4 0.1026717 -0.3354236 -0.17774695 0.03746066 -0.69347888
#> C5 0.1505455 -0.5917289 0.80108473 -0.15645850 -0.05865314
#>
#> $model_name
#> [1] "informative"
#>
#> $C_true_model
#> Undirected Degree-Corrected Stochastic Blockmodel
#> -------------------------------------------------
#>
#> Nodes (n): 100 (arranged by block)
#> Blocks (k): 5
#>
#> Traditional DCSBM parameterization:
#>
#> Block memberships (z): 100 [factor]
#> Degree heterogeneity (theta): 100 [numeric]
#> Block probabilities (pi): 5 [numeric]
#>
#> Factor model parameterization:
#>
#> X: 100 x 5 [dgCMatrix]
#> S: 5 x 5 [dsyMatrix]
#>
#> Poisson edges: TRUE
#> Allow self loops: TRUE
#>
#> Expected edges: 6954
#> Expected degree: 69.5
#> Expected density: 1.40489
#> $C_obs_model
#> Undirected Degree-Corrected Stochastic Blockmodel
#> -------------------------------------------------
#>
#> Nodes (n): 100 (arranged by block)
#> Blocks (k): 5
#>
#> Traditional DCSBM parameterization:
#>
#> Block memberships (z): 100 [factor]
#> Degree heterogeneity (theta): 100 [numeric]
#> Block probabilities (pi): 5 [numeric]
#>
#> Factor model parameterization:
#>
#> X: 100 x 5 [dgCMatrix]
#> S: 5 x 5 [dsyMatrix]
#>
#> Poisson edges: TRUE
#> Allow self loops: TRUE
#>
#> Expected edges: 7052
#> Expected degree: 70.5
#> Expected density: 1.42459
#> $zC_true
#> 100 x 5 sparse Matrix of class "dgCMatrix"
#> C1 C2 C3 C4 C5
#> 1 2.870189 . . . .
#> 8 2.865905 . . . .
#> 17 2.835739 . . . .
#> 12 2.729818 . . . .
#> 15 2.729529 . . . .
#> 10 2.567334 . . . .
#> 16 2.506458 . . . .
#> 3 2.325768 . . . .
#> 6 2.242860 . . . .
#> 11 2.039268 . . . .
#> 5 1.848004 . . . .
#> 4 1.832678 . . . .
#> 14 1.653258 . . . .
#> 2 1.634236 . . . .
#> 9 1.601352 . . . .
#> 7 1.291971 . . . .
#> 13 1.190104 . . . .
#> 20 . 2.930756 . . .
#> 34 . 2.883388 . . .
#> 30 . 2.777024 . . .
#> 25 . 2.724281 . . .
#> 22 . 2.606328 . . .
#> 23 . 2.559632 . . .
#> 31 . 2.504702 . . .
#> 40 . 2.360504 . . .
#> 35 . 2.188869 . . .
#> 27 . 2.035704 . . .
#> 33 . 1.997709 . . .
#> 26 . 1.975963 . . .
#> 29 . 1.764727 . . .
#> 36 . 1.706320 . . .
#> 21 . 1.665254 . . .
#> 32 . 1.620141 . . .
#> 28 . 1.544216 . . .
#> 19 . 1.428629 . . .
#> 37 . 1.336067 . . .
#> 38 . 1.302076 . . .
#> 24 . 1.297295 . . .
#> 18 . 1.277308 . . .
#> 41 . 1.218249 . . .
#> 42 . 1.131645 . . .
#> 39 . 1.044201 . . .
#> 56 . . 2.950460 . .
#> 61 . . 2.899601 . .
#> 62 . . 2.663580 . .
#> 51 . . 2.654786 . .
#> 50 . . 2.590977 . .
#> 52 . . 2.405257 . .
#> 49 . . 2.361923 . .
#> 60 . . 2.345778 . .
#> 47 . . 2.327747 . .
#> 43 . . 2.304942 . .
#> 45 . . 2.091304 . .
#> 58 . . 2.026959 . .
#> 59 . . 1.935521 . .
#> 54 . . 1.665083 . .
#> 57 . . 1.574514 . .
#> 44 . . 1.429971 . .
#> 46 . . 1.383866 . .
#> 55 . . 1.127204 . .
#> 48 . . 1.078437 . .
#> 53 . . 1.025282 . .
#> 78 . . . 2.929489 .
#> 65 . . . 2.918540 .
#> 73 . . . 2.836101 .
#> 75 . . . 2.791648 .
#> 67 . . . 2.722676 .
#> 66 . . . 2.679633 .
#> 71 . . . 2.155490 .
#> 69 . . . 2.028676 .
#> 79 . . . 2.011539 .
#> 68 . . . 1.956569 .
#> 77 . . . 1.773871 .
#> 76 . . . 1.693923 .
#> 63 . . . 1.634762 .
#> 72 . . . 1.392946 .
#> 74 . . . 1.310074 .
#> 64 . . . 1.194024 .
#> 70 . . . 1.107997 .
#> 90 . . . . 2.959062
#> 84 . . . . 2.948355
#> 96 . . . . 2.830710
#> 100 . . . . 2.582274
#> 99 . . . . 2.543355
#> 87 . . . . 2.467835
#> 97 . . . . 2.409062
#> 89 . . . . 2.227856
#> 81 . . . . 2.225751
#> 93 . . . . 1.940571
#> 86 . . . . 1.906229
#> 95 . . . . 1.831589
#> 91 . . . . 1.704240
#> 85 . . . . 1.627769
#> 82 . . . . 1.627278
#> 98 . . . . 1.569177
#> 92 . . . . 1.340232
#> 83 . . . . 1.335422
#> 94 . . . . 1.292074
#> 80 . . . . 1.162234
#> 88 . . . . 1.153976
#>
#> $zC_obs
#> 100 x 5 sparse Matrix of class "dgCMatrix"
#> C1 C2 C3 C4 C5
#> 20 2.930756 . . . .
#> 1 2.870189 . . . .
#> 8 2.865905 . . . .
#> 17 2.835739 . . . .
#> 12 2.729818 . . . .
#> 15 2.729529 . . . .
#> 10 2.567334 . . . .
#> 16 2.506458 . . . .
#> 3 2.325768 . . . .
#> 6 2.242860 . . . .
#> 11 2.039268 . . . .
#> 5 1.848004 . . . .
#> 4 1.832678 . . . .
#> 14 1.653258 . . . .
#> 2 1.634236 . . . .
#> 9 1.601352 . . . .
#> 19 1.428629 . . . .
#> 7 1.291971 . . . .
#> 18 1.277308 . . . .
#> 13 1.190104 . . . .
#> 34 . 2.883388 . . .
#> 30 . 2.777024 . . .
#> 25 . 2.724281 . . .
#> 22 . 2.606328 . . .
#> 23 . 2.559632 . . .
#> 31 . 2.504702 . . .
#> 35 . 2.188869 . . .
#> 27 . 2.035704 . . .
#> 33 . 1.997709 . . .
#> 26 . 1.975963 . . .
#> 29 . 1.764727 . . .
#> 36 . 1.706320 . . .
#> 21 . 1.665254 . . .
#> 32 . 1.620141 . . .
#> 28 . 1.544216 . . .
#> 37 . 1.336067 . . .
#> 38 . 1.302076 . . .
#> 24 . 1.297295 . . .
#> 39 . 1.044201 . . .
#> 51 . . 2.654786 . .
#> 50 . . 2.590977 . .
#> 52 . . 2.405257 . .
#> 49 . . 2.361923 . .
#> 40 . . 2.360504 . .
#> 47 . . 2.327747 . .
#> 43 . . 2.304942 . .
#> 45 . . 2.091304 . .
#> 54 . . 1.665083 . .
#> 44 . . 1.429971 . .
#> 46 . . 1.383866 . .
#> 41 . . 1.218249 . .
#> 42 . . 1.131645 . .
#> 55 . . 1.127204 . .
#> 48 . . 1.078437 . .
#> 53 . . 1.025282 . .
#> 56 . . . 2.950460 .
#> 65 . . . 2.918540 .
#> 61 . . . 2.899601 .
#> 73 . . . 2.836101 .
#> 75 . . . 2.791648 .
#> 67 . . . 2.722676 .
#> 66 . . . 2.679633 .
#> 62 . . . 2.663580 .
#> 60 . . . 2.345778 .
#> 71 . . . 2.155490 .
#> 69 . . . 2.028676 .
#> 58 . . . 2.026959 .
#> 68 . . . 1.956569 .
#> 59 . . . 1.935521 .
#> 76 . . . 1.693923 .
#> 63 . . . 1.634762 .
#> 57 . . . 1.574514 .
#> 72 . . . 1.392946 .
#> 74 . . . 1.310074 .
#> 64 . . . 1.194024 .
#> 70 . . . 1.107997 .
#> 90 . . . . 2.959062
#> 84 . . . . 2.948355
#> 78 . . . . 2.929489
#> 96 . . . . 2.830710
#> 100 . . . . 2.582274
#> 99 . . . . 2.543355
#> 87 . . . . 2.467835
#> 97 . . . . 2.409062
#> 89 . . . . 2.227856
#> 81 . . . . 2.225751
#> 79 . . . . 2.011539
#> 93 . . . . 1.940571
#> 86 . . . . 1.906229
#> 95 . . . . 1.831589
#> 77 . . . . 1.773871
#> 91 . . . . 1.704240
#> 85 . . . . 1.627769
#> 82 . . . . 1.627278
#> 98 . . . . 1.569177
#> 92 . . . . 1.340232
#> 83 . . . . 1.335422
#> 94 . . . . 1.292074
#> 80 . . . . 1.162234
#> 88 . . . . 1.153976
#>
#> $zX
#> 100 x 5 sparse Matrix of class "dgCMatrix"
#>
#> 1 2.870189 . . . .
#> 8 2.865905 . . . .
#> 17 2.835739 . . . .
#> 12 2.729818 . . . .
#> 15 2.729529 . . . .
#> 10 2.567334 . . . .
#> 16 2.506458 . . . .
#> 3 2.325768 . . . .
#> 6 2.242860 . . . .
#> 11 2.039268 . . . .
#> 5 1.848004 . . . .
#> 4 1.832678 . . . .
#> 14 1.653258 . . . .
#> 2 1.634236 . . . .
#> 9 1.601352 . . . .
#> 7 1.291971 . . . .
#> 13 1.190104 . . . .
#> 20 . 2.930756 . . .
#> 34 . 2.883388 . . .
#> 30 . 2.777024 . . .
#> 25 . 2.724281 . . .
#> 22 . 2.606328 . . .
#> 23 . 2.559632 . . .
#> 31 . 2.504702 . . .
#> 40 . 2.360504 . . .
#> 35 . 2.188869 . . .
#> 27 . 2.035704 . . .
#> 33 . 1.997709 . . .
#> 26 . 1.975963 . . .
#> 29 . 1.764727 . . .
#> 36 . 1.706320 . . .
#> 21 . 1.665254 . . .
#> 32 . 1.620141 . . .
#> 28 . 1.544216 . . .
#> 19 . 1.428629 . . .
#> 37 . 1.336067 . . .
#> 38 . 1.302076 . . .
#> 24 . 1.297295 . . .
#> 18 . 1.277308 . . .
#> 41 . 1.218249 . . .
#> 42 . 1.131645 . . .
#> 39 . 1.044201 . . .
#> 56 . . 2.950460 . .
#> 61 . . 2.899601 . .
#> 62 . . 2.663580 . .
#> 51 . . 2.654786 . .
#> 50 . . 2.590977 . .
#> 52 . . 2.405257 . .
#> 49 . . 2.361923 . .
#> 60 . . 2.345778 . .
#> 47 . . 2.327747 . .
#> 43 . . 2.304942 . .
#> 45 . . 2.091304 . .
#> 58 . . 2.026959 . .
#> 59 . . 1.935521 . .
#> 54 . . 1.665083 . .
#> 57 . . 1.574514 . .
#> 44 . . 1.429971 . .
#> 46 . . 1.383866 . .
#> 55 . . 1.127204 . .
#> 48 . . 1.078437 . .
#> 53 . . 1.025282 . .
#> 78 . . . 2.929489 .
#> 65 . . . 2.918540 .
#> 73 . . . 2.836101 .
#> 75 . . . 2.791648 .
#> 67 . . . 2.722676 .
#> 66 . . . 2.679633 .
#> 71 . . . 2.155490 .
#> 69 . . . 2.028676 .
#> 79 . . . 2.011539 .
#> 68 . . . 1.956569 .
#> 77 . . . 1.773871 .
#> 76 . . . 1.693923 .
#> 63 . . . 1.634762 .
#> 72 . . . 1.392946 .
#> 74 . . . 1.310074 .
#> 64 . . . 1.194024 .
#> 70 . . . 1.107997 .
#> 90 . . . . 2.959062
#> 84 . . . . 2.948355
#> 96 . . . . 2.830710
#> 100 . . . . 2.582274
#> 99 . . . . 2.543355
#> 87 . . . . 2.467835
#> 97 . . . . 2.409062
#> 89 . . . . 2.227856
#> 81 . . . . 2.225751
#> 93 . . . . 1.940571
#> 86 . . . . 1.906229
#> 95 . . . . 1.831589
#> 91 . . . . 1.704240
#> 85 . . . . 1.627769
#> 82 . . . . 1.627278
#> 98 . . . . 1.569177
#> 92 . . . . 1.340232
#> 83 . . . . 1.335422
#> 94 . . . . 1.292074
#> 80 . . . . 1.162234
#> 88 . . . . 1.153976
#>
#> $ztheta_0
#> [,1] [,2] [,3] [,4] [,5]
#> [1,] 0 0 0 0 0
#>
#> $ztheta_t
#> [,1] [,2] [,3] [,4] [,5]
#> [1,] 0 0 0 0 0
#>
#> $ztheta_c
#> [,1] [,2] [,3] [,4] [,5]
#> [1,] 1 0 0 0 0
#> [2,] 0 1 0 0 0
#> [3,] 0 0 1 0 0
#> [4,] 0 0 0 1 0
#> [5,] 0 0 0 0 1
#>
#> $ztheta_tc
#> [,1] [,2] [,3] [,4] [,5]
#> [1,] 0 0 0 0 0
#> [2,] 0 0 0 0 0
#> [3,] 0 0 0 0 0
#> [4,] 0 0 0 0 0
#> [5,] 0 0 0 0 0
#>
#> attr(,"class")
#> [1] "informative" "mediator"
#>
#> $model_name
#> [1] "informative_normal"
#>
#> attr(,"class")
#> [1] "normal" "outcome"
coef(o)
#> C1 C2 C3 C4 C5 US1 US2 US3
#> 1.6422149 1.7788470 1.2257354 1.7366038 1.1769008 0.8888388 0.7109887 1.0899153
#> US4 US5
#> 0.7026465 1.5884116
graph <- sample_tidygraph(o)
graph
#> # A tbl_graph: 100 nodes and 6998 edges
#> #
#> # An undirected multigraph with 1 component
#> #
#> # Node Data: 100 × 7 (active)
#> name C1 C2 C3 C4 C5 y
#> <chr> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
#> 1 1 2.93 0 0 0 0 6.89
#> 2 2 2.87 0 0 0 0 8.62
#> 3 3 2.87 0 0 0 0 8.31
#> 4 4 2.84 0 0 0 0 7.68
#> 5 5 2.73 0 0 0 0 7.68
#> 6 6 2.73 0 0 0 0 7.34
#> 7 7 2.57 0 0 0 0 5.40
#> 8 8 2.51 0 0 0 0 5.51
#> 9 9 2.33 0 0 0 0 8.48
#> 10 10 2.24 0 0 0 0 7.52
#> # ℹ 90 more rows
#> #
#> # Edge Data: 6,998 × 2
#> from to
#> <int> <int>
#> 1 3 7
#> 2 10 10
#> 3 4 12
#> # ℹ 6,995 more rows