Configuration for simulated data generation
Source:R/simFunction.R
configuration_setting_generation.Rdgenerate the configuration for the data
Arguments
- featureNum
number of features
- DataNum
number of data
- commonlySharedNum
number of common component
- partiallySharedNum
number of partial shared component
- individualSharedNum
number of individual component
- noiseVariance
variance of noise
Examples
configuration_setting_generation()
#> $featureNum
#> [1] 50
#>
#> $DataNum
#> [1] 100 100 100 100
#>
#> $commonlySharedNum
#> [1] 2
#>
#> $partiallySharedNum
#> [1] 2 2 2 2
#>
#> $individualSharedNum
#> [1] 2 2 2 2
#>
#> $noiseVariance
#> [1] 1 1 1 1
#>
#> $commonComponent
#> [,1] [,2]
#> [1,] 0.186684512 0.2646472643
#> [2,] 0.093575759 0.2199521413
#> [3,] 0.243530436 0.2134574022
#> [4,] -0.013621714 -0.0596061303
#> [5,] -0.004985116 -0.0318349234
#> [6,] 0.082504050 0.0781351284
#> [7,] -0.119405812 -0.0104814252
#> [8,] 0.128611206 0.1580582253
#> [9,] -0.073414773 0.0222265168
#> [10,] 0.208593802 -0.2738780006
#> [11,] 0.235954976 -0.0004139493
#> [12,] 0.115501378 -0.0802754695
#> [13,] 0.190596923 -0.0025885564
#> [14,] -0.075578302 -0.2756064586
#> [15,] -0.109367311 -0.0977592158
#> [16,] 0.015098022 0.2237192833
#> [17,] 0.009012049 -0.1789600045
#> [18,] -0.106161836 0.0209935666
#> [19,] -0.049131628 -0.0636011236
#> [20,] -0.098069546 -0.1076169307
#> [21,] 0.037466311 0.0741587912
#> [22,] -0.080228460 -0.0105051427
#> [23,] -0.084074297 -0.0521764270
#> [24,] -0.109678019 0.1104243636
#> [25,] -0.147138606 -0.0316773565
#> [26,] -0.118299560 -0.1375822698
#> [27,] 0.150629693 -0.0422494540
#> [28,] 0.111151338 0.2288190886
#> [29,] -0.210939503 0.1927822994
#> [30,] 0.120720019 -0.0303087561
#> [31,] -0.206527399 0.0904195981
#> [32,] -0.010286189 0.0032521132
#> [33,] 0.029662316 -0.0393052586
#> [34,] 0.122216812 0.2231512355
#> [35,] -0.141983457 0.1045818810
#> [36,] 0.111234372 -0.1706268344
#> [37,] -0.128824354 -0.0907373456
#> [38,] 0.072217280 0.0790149561
#> [39,] -0.186535384 0.0188496277
#> [40,] -0.114332978 -0.2318369745
#> [41,] 0.274823442 -0.2642351797
#> [42,] -0.038619082 -0.0066762644
#> [43,] -0.090813969 0.3151091137
#> [44,] 0.092428355 -0.0968189482
#> [45,] 0.185322786 -0.0069217787
#> [46,] 0.007004722 0.1529592382
#> [47,] -0.104344333 -0.1386063258
#> [48,] -0.438384355 0.0654076937
#> [49,] 0.002605569 0.0599365179
#> [50,] -0.122395147 0.0688322622
#>
#> $partialComponent
#> $partialComponent[[1]]
#> [,1] [,2]
#> [1,] 0.041939038 0.1401131702
#> [2,] 0.048404688 -0.0006076827
#> [3,] -0.187040282 -0.0857709054
#> [4,] -0.078937407 0.0703658466
#> [5,] -0.170460631 -0.1173498684
#> [6,] 0.065937474 -0.1419077595
#> [7,] 0.217550385 0.0139528163
#> [8,] -0.080550987 0.0508754448
#> [9,] 0.101682368 -0.1972624854
#> [10,] 0.390723358 0.0579068040
#> [11,] -0.041836759 -0.1043070848
#> [12,] 0.157224271 -0.0283925257
#> [13,] 0.057709655 0.2022340211
#> [14,] -0.155482685 0.1094300221
#> [15,] -0.029769927 -0.3402739377
#> [16,] -0.042271072 -0.1481209353
#> [17,] 0.033331002 -0.0105469336
#> [18,] 0.047675616 -0.0370753855
#> [19,] 0.044887500 0.0563754541
#> [20,] -0.070602400 0.1159241950
#> [21,] -0.051180074 -0.1403905778
#> [22,] 0.044665459 -0.2920233052
#> [23,] -0.055190906 -0.0583266890
#> [24,] 0.007780061 0.1214503845
#> [25,] 0.096699226 -0.1468988313
#> [26,] 0.018442869 -0.3144273928
#> [27,] 0.055223577 0.1393877451
#> [28,] 0.259186588 0.1043645285
#> [29,] -0.016301706 -0.0167548379
#> [30,] 0.158727719 -0.0629501242
#> [31,] 0.049834632 0.0483214637
#> [32,] 0.173789574 0.0394889725
#> [33,] 0.068520476 -0.0762912462
#> [34,] 0.083249329 -0.1173056876
#> [35,] -0.056105087 0.1099451539
#> [36,] -0.025340769 -0.1370741077
#> [37,] 0.008586586 -0.0834035514
#> [38,] -0.029277485 -0.1646457546
#> [39,] -0.012350611 0.2761188997
#> [40,] 0.107303118 -0.0897061145
#> [41,] 0.167683623 -0.0946362736
#> [42,] 0.245202472 0.0745523962
#> [43,] -0.024150298 -0.2012830310
#> [44,] -0.325559885 0.2897374155
#> [45,] -0.006240936 -0.0789342058
#> [46,] 0.100068786 0.0705504110
#> [47,] -0.271288077 0.1080618224
#> [48,] 0.152310644 0.0329923224
#> [49,] -0.052119992 -0.1222409982
#> [50,] 0.399058856 0.1999188021
#>
#> $partialComponent[[2]]
#> [,1] [,2]
#> [1,] 0.053728357 0.130562729
#> [2,] -0.233785328 0.052909860
#> [3,] -0.026633627 -0.079690839
#> [4,] 0.005545104 0.121501250
#> [5,] 0.103933717 -0.082680646
#> [6,] 0.192233553 0.061744891
#> [7,] 0.061775172 -0.063900064
#> [8,] 0.088756910 0.046887152
#> [9,] 0.290018600 0.121343567
#> [10,] -0.042246203 0.007953501
#> [11,] -0.081022334 0.095768726
#> [12,] 0.121595713 -0.030423476
#> [13,] 0.047287947 0.008866627
#> [14,] -0.055164250 -0.113496964
#> [15,] -0.119961596 -0.302706253
#> [16,] -0.128872670 0.171838913
#> [17,] 0.037134337 0.134149206
#> [18,] 0.087253755 0.170310241
#> [19,] -0.007253092 -0.075255550
#> [20,] 0.061072008 -0.077137789
#> [21,] -0.183202921 0.093188391
#> [22,] -0.266005226 -0.170281132
#> [23,] -0.032176384 -0.102943923
#> [24,] -0.033180145 -0.048917066
#> [25,] 0.013639866 0.398726141
#> [26,] 0.175787980 0.255702146
#> [27,] 0.175054279 0.090095055
#> [28,] -0.193634650 0.129462795
#> [29,] -0.198939303 -0.066258405
#> [30,] 0.308152202 -0.190727827
#> [31,] 0.309655062 -0.046709444
#> [32,] -0.060324028 0.180372101
#> [33,] -0.221904866 0.042576799
#> [34,] 0.086340452 -0.069733405
#> [35,] 0.026463080 0.122020990
#> [36,] -0.196707528 -0.020021912
#> [37,] 0.039391308 -0.059487396
#> [38,] 0.132865838 -0.260295788
#> [39,] -0.106340589 -0.232317569
#> [40,] 0.052130488 0.127830274
#> [41,] -0.272611281 -0.042528774
#> [42,] 0.099892023 -0.223672581
#> [43,] 0.015449677 -0.008102111
#> [44,] -0.006959627 0.103086519
#> [45,] -0.003740971 0.109849727
#> [46,] 0.004047616 -0.269218975
#> [47,] -0.010987049 0.135123316
#> [48,] -0.190211284 0.120408906
#> [49,] 0.184390620 -0.073581214
#> [50,] -0.044608354 -0.016620390
#>
#> $partialComponent[[3]]
#> [,1] [,2]
#> [1,] 0.0904725296 -0.05762839
#> [2,] -0.0350434827 -0.01258392
#> [3,] -0.0087861086 0.05110351
#> [4,] -0.0849625919 -0.05858835
#> [5,] 0.0678085220 -0.01920049
#> [6,] 0.0914450744 0.26835364
#> [7,] 0.0468640714 0.05632478
#> [8,] 0.1411607470 0.19200318
#> [9,] 0.2067547289 -0.01520611
#> [10,] 0.1105018307 0.03905114
#> [11,] -0.0191948672 -0.11211223
#> [12,] 0.2595370017 0.05662999
#> [13,] -0.0275500371 0.23309246
#> [14,] 0.0762452796 0.12839125
#> [15,] 0.0818979044 0.04128487
#> [16,] 0.2284668140 -0.10206998
#> [17,] -0.0736415546 -0.06781265
#> [18,] -0.0107621008 0.09214867
#> [19,] -0.0187398612 0.07037478
#> [20,] 0.0002915628 -0.04094287
#> [21,] 0.0162709829 0.02542495
#> [22,] -0.1633796811 0.21302149
#> [23,] -0.1254483341 0.11696336
#> [24,] 0.0882307528 -0.20712463
#> [25,] 0.0086450067 -0.07414479
#> [26,] -0.1859003772 0.10162025
#> [27,] 0.0019930552 0.29764050
#> [28,] -0.1500752847 0.32459410
#> [29,] -0.0674870049 0.02651960
#> [30,] -0.0358003983 -0.18255483
#> [31,] -0.1057146045 -0.25262820
#> [32,] 0.1575964801 0.12616176
#> [33,] 0.2954326333 -0.17031531
#> [34,] 0.1151797955 -0.19972798
#> [35,] 0.0250032172 -0.11650623
#> [36,] 0.0982638722 -0.21987502
#> [37,] 0.1404811365 0.24946807
#> [38,] -0.2328978091 0.16195152
#> [39,] 0.2081538634 0.09225670
#> [40,] 0.0088387607 0.09675633
#> [41,] 0.1094352736 -0.04293446
#> [42,] 0.1276972335 -0.08996836
#> [43,] 0.2598259974 0.14442975
#> [44,] -0.0549224805 0.05914794
#> [45,] -0.3535090645 -0.05734609
#> [46,] -0.0247930085 0.07407733
#> [47,] 0.3452471026 0.15285384
#> [48,] -0.0890922346 0.06692435
#> [49,] 0.1311516727 0.14064473
#> [50,] -0.0879248880 -0.06219784
#>
#> $partialComponent[[4]]
#> [,1] [,2]
#> [1,] 0.2299510502 0.005255904
#> [2,] -0.0322958237 0.214008165
#> [3,] -0.0192479768 -0.231883846
#> [4,] 0.0350706230 0.095416986
#> [5,] -0.0742994172 0.037140539
#> [6,] 0.0309936302 0.052966984
#> [7,] -0.0423987053 -0.006997147
#> [8,] -0.2047241876 0.075761689
#> [9,] -0.0344432525 0.122988476
#> [10,] 0.0736963776 -0.038317993
#> [11,] 0.0235959846 -0.071858678
#> [12,] -0.3735009362 0.082231140
#> [13,] 0.1212503929 0.004078724
#> [14,] 0.1006090011 0.329455330
#> [15,] -0.0233284303 0.151991911
#> [16,] -0.0466066541 0.109400312
#> [17,] 0.1048623183 -0.105411968
#> [18,] 0.1887671555 -0.174055186
#> [19,] 0.1503116906 -0.004985136
#> [20,] -0.1492813344 -0.237541647
#> [21,] 0.1113968745 0.232032350
#> [22,] 0.0008302304 0.019135907
#> [23,] -0.0689391947 0.024878146
#> [24,] -0.0554121183 -0.269938453
#> [25,] -0.0655620710 0.022723934
#> [26,] -0.0916559415 -0.162391891
#> [27,] 0.0893615151 0.127754844
#> [28,] -0.1886590776 0.127929889
#> [29,] 0.3136420462 -0.078396649
#> [30,] -0.1138190583 0.138244362
#> [31,] 0.0345909041 0.293329240
#> [32,] 0.0463331621 -0.168195135
#> [33,] 0.0421240144 0.064385185
#> [34,] 0.1268196982 0.248372965
#> [35,] -0.1341975899 -0.161851137
#> [36,] -0.0021171753 -0.049620651
#> [37,] 0.2882996331 -0.066878490
#> [38,] -0.0472250361 0.034765700
#> [39,] -0.1691328114 0.028714645
#> [40,] 0.1686047007 0.087797693
#> [41,] -0.1911518145 -0.092822051
#> [42,] 0.0617545077 -0.090977622
#> [43,] -0.0130795063 -0.075814669
#> [44,] -0.1794276793 0.185008354
#> [45,] -0.1310548877 -0.082796692
#> [46,] 0.0612676322 -0.199059262
#> [47,] 0.0404678194 -0.050239805
#> [48,] -0.3412148412 0.110671192
#> [49,] -0.2173710986 -0.240011464
#> [50,] 0.0130351374 0.005583141
#>
#>
#> $individualComponent
#> $individualComponent[[1]]
#> [,1] [,2]
#> [1,] 0.146319259 -0.08847360
#> [2,] 0.233991351 0.05281926
#> [3,] 0.073559510 0.15323079
#> [4,] -0.031132490 0.17265078
#> [5,] 0.066723621 -0.18292315
#> [6,] 0.108900089 -0.03601032
#> [7,] 0.208479531 0.10413000
#> [8,] -0.199904798 -0.21778358
#> [9,] -0.155787541 0.12584272
#> [10,] 0.011522336 -0.05134997
#> [11,] -0.045974636 0.13617871
#> [12,] -0.026022823 0.07775004
#> [13,] 0.097124875 0.13581844
#> [14,] 0.024332332 0.11609780
#> [15,] 0.024054921 0.09910816
#> [16,] -0.004133848 0.14483784
#> [17,] 0.024933245 0.14306896
#> [18,] -0.055344802 -0.05975950
#> [19,] -0.266676717 0.36747677
#> [20,] -0.042821064 0.07418229
#> [21,] -0.316687339 0.18856082
#> [22,] -0.160491138 -0.11525460
#> [23,] -0.161029636 -0.16291203
#> [24,] -0.062208161 0.03064706
#> [25,] -0.015166587 -0.04851962
#> [26,] 0.102211893 0.12706121
#> [27,] -0.161977572 -0.04812580
#> [28,] 0.150364465 0.12120936
#> [29,] -0.077277539 0.25415359
#> [30,] 0.206253776 0.17994720
#> [31,] -0.125282402 -0.04296625
#> [32,] -0.245348063 0.17760829
#> [33,] 0.055554045 -0.01341154
#> [34,] -0.062051611 -0.04083937
#> [35,] 0.060551524 -0.01883525
#> [36,] 0.025398434 -0.08268650
#> [37,] 0.141732733 -0.29239011
#> [38,] 0.017128520 0.01902129
#> [39,] 0.069885034 0.24783870
#> [40,] 0.185812536 0.15078686
#> [41,] -0.093248190 -0.10214449
#> [42,] 0.063905361 0.17033199
#> [43,] 0.056538529 -0.02875096
#> [44,] -0.128722880 0.03444879
#> [45,] 0.118725378 0.12964757
#> [46,] 0.087011959 -0.05292714
#> [47,] 0.195049740 -0.01485058
#> [48,] 0.153139393 -0.03669992
#> [49,] -0.288979060 0.16311019
#> [50,] -0.305351115 -0.24941272
#>
#> $individualComponent[[2]]
#> [,1] [,2]
#> [1,] 0.15736762 -0.0359641314
#> [2,] -0.19128607 0.1064864276
#> [3,] 0.10255579 -0.0696567679
#> [4,] -0.09756444 -0.1845939467
#> [5,] -0.01803283 -0.1423273156
#> [6,] 0.09102510 -0.3294265435
#> [7,] 0.23325379 0.2343395637
#> [8,] -0.08174087 0.1350446393
#> [9,] -0.03166956 0.0613399296
#> [10,] 0.05117501 -0.0334449965
#> [11,] 0.12369082 0.0378532122
#> [12,] -0.02861970 0.2036858863
#> [13,] 0.08972914 0.1979347724
#> [14,] -0.02162839 0.0521695706
#> [15,] -0.04507383 0.1984842172
#> [16,] -0.02014048 0.0530772314
#> [17,] 0.16061917 -0.1756346485
#> [18,] -0.03720228 0.0754039645
#> [19,] -0.38725776 -0.1041509345
#> [20,] -0.06260440 0.0387977065
#> [21,] 0.16091797 -0.1389908344
#> [22,] 0.37814497 0.0645444944
#> [23,] -0.30605906 0.0836815886
#> [24,] -0.10593023 -0.0253314964
#> [25,] 0.01219994 0.1100653516
#> [26,] -0.08014834 0.0448196920
#> [27,] -0.08874668 -0.0321609487
#> [28,] -0.12316946 -0.0403238700
#> [29,] -0.02496476 0.0008269033
#> [30,] 0.00475106 -0.2074550086
#> [31,] 0.04304064 0.0800150352
#> [32,] 0.15063834 0.2508264770
#> [33,] -0.12541766 -0.0106595144
#> [34,] 0.06994866 0.0762407073
#> [35,] -0.03214341 0.2878416007
#> [36,] 0.07214451 -0.0749754802
#> [37,] -0.18943248 0.0455389258
#> [38,] 0.10106559 -0.0230750420
#> [39,] 0.04678057 -0.1223525830
#> [40,] -0.04613667 0.0618355266
#> [41,] -0.15296680 -0.0857248762
#> [42,] -0.01853279 -0.0111823838
#> [43,] -0.28693221 -0.1988209286
#> [44,] 0.08372589 0.0908464487
#> [45,] -0.20022731 -0.0519470889
#> [46,] 0.02146421 0.1838843689
#> [47,] 0.16204193 -0.2231851945
#> [48,] 0.16091612 -0.2076794476
#> [49,] 0.15771047 -0.1436515953
#> [50,] 0.02481987 -0.2903347223
#>
#> $individualComponent[[3]]
#> [,1] [,2]
#> [1,] -0.0302543783 -0.202625759
#> [2,] 0.0861276236 -0.139130836
#> [3,] 0.2358101077 0.164766883
#> [4,] -0.1911547062 -0.293003930
#> [5,] -0.3524796290 -0.039613946
#> [6,] 0.0503775885 -0.232765636
#> [7,] 0.0928352296 -0.098700303
#> [8,] -0.0267103280 0.080685630
#> [9,] -0.0446263133 0.242933259
#> [10,] -0.1344556612 0.016130690
#> [11,] -0.1827950559 0.026500399
#> [12,] 0.2435460417 -0.168255847
#> [13,] -0.0318853907 -0.013584550
#> [14,] -0.0726580225 0.041187604
#> [15,] 0.0995464613 -0.261451066
#> [16,] -0.1909707356 0.215980300
#> [17,] -0.0443841615 -0.147448998
#> [18,] -0.0780773463 -0.058147133
#> [19,] -0.0199113757 -0.149393889
#> [20,] -0.2215509808 -0.117149301
#> [21,] 0.1482992017 0.150573739
#> [22,] -0.1612107440 0.006115430
#> [23,] -0.1390590357 0.020714509
#> [24,] 0.0405281568 -0.005780272
#> [25,] 0.2130182867 -0.119746241
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#> [27,] -0.0459595372 0.225804169
#> [28,] -0.1286145991 0.033177853
#> [29,] 0.1521669538 0.162602940
#> [30,] 0.1066662927 0.162103247
#> [31,] 0.0170134406 -0.111853047
#> [32,] -0.1383479674 -0.238574393
#> [33,] 0.2307526612 0.066289481
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#> [36,] -0.0004087107 -0.089189228
#> [37,] 0.1534262513 0.075530736
#> [38,] 0.0890133630 0.016325504
#> [39,] -0.0044674713 -0.150471968
#> [40,] -0.0650766600 0.150306389
#> [41,] -0.0338561090 0.085065008
#> [42,] -0.1651764990 0.316141524
#> [43,] -0.0756008485 -0.168064777
#> [44,] 0.1767635937 -0.015114475
#> [45,] -0.0296264791 -0.017425970
#> [46,] -0.0083055447 -0.040675924
#> [47,] 0.0210081742 0.047635528
#> [48,] -0.1666098470 0.153463278
#> [49,] 0.0137467003 0.002137203
#> [50,] 0.2592575981 -0.045179136
#>
#> $individualComponent[[4]]
#> [,1] [,2]
#> [1,] -0.184068105 -0.216994174
#> [2,] -0.073077939 0.036676721
#> [3,] 0.084170889 0.058717104
#> [4,] 0.005840115 -0.121980600
#> [5,] 0.110426558 0.148808155
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#> [8,] -0.126459446 0.198578537
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#> [10,] 0.089220723 0.148905819
#> [11,] -0.203291306 -0.096328552
#> [12,] 0.056782901 0.021515607
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#> [14,] -0.035458912 0.238667499
#> [15,] -0.111370314 -0.104948357
#> [16,] 0.084935914 0.087410142
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#> [19,] 0.084688080 0.113970949
#> [20,] -0.044152700 -0.064689464
#> [21,] 0.005047058 -0.002027538
#> [22,] 0.192963953 -0.176593778
#> [23,] -0.098448999 -0.011513704
#> [24,] 0.232162645 -0.198645454
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#> [27,] -0.098355165 -0.278007040
#> [28,] 0.065372783 0.017743970
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#> [32,] -0.014142867 0.105543682
#> [33,] 0.129433776 -0.168052203
#> [34,] 0.110554370 0.114971922
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#> [38,] 0.049402957 0.146756828
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#> [50,] -0.104207623 0.234590445
#>
#>