Description Usage Arguments Details Value Author(s) See Also Examples
These functions produce predictions from the low-rank solution of softImpute
1 2 |
x |
a matrix with NAs or a matrix of class |
object |
an svd object with components u, d and v |
i |
vector of row indices for the locations to be predicted |
j |
vector of column indices for the locations to be predicted |
unscale |
if |
impute
returns a vector of predictions, using the reconstructed
low-rank matrix representation represented by object
. It is used by complete,
which returns a complete matrix with all the missing values imputed.
Either a vector of predictions or a complete matrix. WARNING: if
x
has large dimensions, the matrix returned by complete
might be too large.
Trevor Hastie
softImpute
, biScale
and Incomplete
1 2 3 4 5 6 7 8 9 10 11 12 13 |
Loading required package: Matrix
Loaded softImpute 1.4
[,1] [,2] [,3] [,4] [,5]
[1,] 4.1202434 10.43675202 -0.73209860 -2.75018289 -2.16442444
[2,] -4.9144472 -16.17727388 1.85264116 6.80913219 -2.84810982
[3,] 0.5261139 -3.49492591 -1.42873233 6.34123788 -1.80277046
[4,] -0.3223932 5.21498008 1.08507021 2.57610045 0.98126636
[5,] 8.5894409 -0.31957460 3.94208202 4.50300547 -3.04486392
[6,] -4.8626579 -3.99600322 -6.17838975 -6.68142750 -3.72217385
[7,] 5.0581224 2.05431195 1.50452846 0.62922494 -3.69040660
[8,] -1.0732207 6.26412706 0.67861057 2.01989923 -1.94655381
[9,] -5.7605045 -9.39056351 2.05062001 -9.02093526 1.76239668
[10,] 4.9179219 -7.40327254 -0.88809021 -7.22578083 -12.37135528
[11,] -9.5475994 -5.81362399 -0.99824175 -3.13983037 0.53016724
[12,] -1.6920575 11.57755517 -4.82806170 -2.45939367 -2.22492775
[13,] -9.2001711 -3.67374914 -10.17617229 2.54912661 -1.63507307
[14,] 12.4981680 11.93750288 -2.11731876 -6.44616852 0.39259072
[15,] -0.3157801 -0.32891245 0.09663411 -10.15923702 -11.27404491
[16,] -6.2140458 1.29780931 -4.40946699 -1.95848470 -2.97506309
[17,] 2.8984930 2.69635325 3.06552553 -1.22416962 1.37993998
[18,] 0.6563239 6.48680488 -2.46154987 -5.69776305 8.00442943
[19,] 9.2859512 2.79228374 -6.09629553 4.71974890 3.34198400
[20,] 5.7606975 -1.40643559 5.65851800 7.92550362 -2.87535720
[21,] -1.6670775 -2.61732636 -0.02572824 -3.99948346 4.01795703
[22,] -7.7468259 -1.88167305 0.30018952 7.48351363 -2.11269068
[23,] 2.2356244 10.00044238 1.02267447 -1.44444606 4.14582674
[24,] 6.4877808 -4.55035970 0.73082124 1.95085983 1.02498735
[25,] 2.0906477 -3.42814776 -4.07008084 5.53904073 1.76322773
[26,] 0.1596180 -2.48221094 8.94223108 13.99123886 -1.69108653
[27,] 0.9689804 7.88295372 -2.89603044 -3.71711587 -1.25176473
[28,] 2.1559145 7.07385222 15.83500838 1.89353191 0.15162194
[29,] 5.7828048 2.61306095 6.89663089 2.31254196 -1.24248017
[30,] 1.8498299 -18.93835243 1.96890101 -4.10575505 -1.78847328
[31,] -26.0287742 -6.85999086 -9.56753216 4.25573544 11.67843760
[32,] 0.9256111 2.88590754 4.06853182 1.95484699 6.06090179
[33,] 4.2468999 7.55175713 2.45501948 8.57472809 2.36234039
[34,] 3.1682111 -11.42401458 0.17182829 -14.67621712 0.14513048
[35,] -11.0241088 13.26754360 -0.17296603 0.82720416 4.71717578
[36,] 9.0981128 23.46373802 -6.74143995 -13.33522541 -0.32647026
[37,] 2.2234722 -0.69188349 4.84888220 -7.84503354 -3.68393396
[38,] -7.8287401 -14.48639458 2.40910104 2.28477812 3.48913575
[39,] 1.0930006 2.21619996 -7.20043834 -7.45059766 -1.52401735
[40,] 13.2819719 -14.52405954 7.61925686 -5.35757711 0.71044444
[41,] -5.5661943 1.34110256 -4.87789683 -5.20510544 -0.29752010
[42,] -12.3932033 2.74547248 -7.04453487 0.62609689 2.44446623
[43,] 10.3549712 6.12808889 1.03136391 -5.95339945 -7.84011229
[44,] -8.2787511 0.39788484 -5.76209617 1.86737772 -1.38795590
[45,] -3.3947467 0.89678678 0.03182660 -6.92070213 -11.41472402
[46,] -10.9831623 1.62354263 -5.36642594 2.93125587 3.34055918
[47,] 7.4484924 -3.68370829 2.06897570 -6.59809990 4.58392621
[48,] -12.2677523 -2.70942192 2.78799006 -4.96575644 -13.96049405
[49,] 6.1232302 -3.61299714 -3.80082334 3.83573502 1.85088140
[50,] 0.6131583 2.66786619 1.64689987 0.28855382 -1.03015405
[51,] 5.5847338 -6.82956727 -6.73965772 0.57545467 -3.59372440
[52,] -5.1928642 5.86285362 4.27691950 -6.26317480 2.01657713
[53,] -24.9159885 -9.59192966 -2.37707146 -5.30805520 2.77719021
[54,] -2.1655640 -1.36824559 -0.16063456 -3.12096560 -11.55755992
[55,] -4.2712106 -1.75741378 -4.38001256 11.77664611 1.58079858
[56,] 1.0003114 -1.71483824 5.80706673 -8.55715901 -5.90374169
[57,] -3.4979474 -0.01889207 2.81517989 -14.13131868 4.89695915
[58,] -12.5435721 -6.26738233 0.14273227 5.59283924 3.82599947
[59,] 1.8704414 3.95745952 1.74493413 17.10804890 -2.53210789
[60,] -0.9331146 -16.76072405 -0.46425222 3.20227068 -1.98086438
[61,] -1.9082697 4.48433542 -2.08518224 -2.08893260 -0.05836729
[62,] 1.7543358 18.39825112 1.73771198 3.46243200 -1.84939775
[63,] 2.0797274 -9.18999559 -1.01070478 -0.96671011 -3.50294412
[64,] 4.2061494 3.08228277 5.87947892 0.34707178 -6.99958781
[65,] 2.7009778 -5.94732658 -1.35242437 -4.48659946 3.71374141
[66,] -1.7847362 -14.97483117 -0.93476910 5.19127054 4.67373409
[67,] -6.5615939 7.07527289 -8.47862992 -4.00534675 3.07559500
[68,] -5.4935838 -6.05629708 1.79725903 3.43216179 -8.98991618
[69,] 2.5905755 2.83377686 -2.77081044 -3.07754941 5.63912752
[70,] 4.0267479 5.34239580 1.22751966 -3.99692148 0.80631653
[71,] -5.5983254 -18.13516421 2.77039284 4.56312401 6.36422683
[72,] -0.9915852 -8.76498395 3.05907975 16.39633690 12.49705540
[73,] -0.4556947 -15.20973186 1.39855356 4.84741816 -0.08691848
[74,] 5.8648731 0.81592827 11.19041931 3.92403840 -0.65618599
[75,] -2.0797408 -1.22366699 -4.24967143 -1.45528265 -1.34574595
[76,] -0.9899514 7.75438212 1.36613938 1.10272227 3.59848218
[77,] -15.1487373 -5.95865294 3.13295877 0.41915115 4.01383308
[78,] -2.9754667 -9.76007135 5.98703710 -13.47361103 -3.36407848
[79,] -4.7799540 -7.91013816 -3.79685440 -2.52699203 -1.35671251
[80,] -4.9741616 -4.05020561 2.45476548 16.63205803 3.02843732
[81,] 8.0776784 2.32500152 4.11188165 10.28301811 3.71232570
[82,] 8.4794984 -22.38235395 0.15795533 -1.70945925 -1.40302291
[83,] 0.9833234 0.30368613 -0.48324943 -8.11547083 -0.01520456
[84,] 5.9272425 -1.76637606 1.24441901 -0.26429836 5.66314395
[85,] 17.4579094 5.00984869 -9.02292495 -10.34233577 -5.25912324
[86,] 1.1864610 4.58372158 -2.57213632 4.96045424 -2.09597620
[87,] 14.9382714 2.10228092 -6.69175205 -3.55960046 5.57373620
[88,] -5.3163543 -8.90595036 0.24259655 1.59284163 7.00657596
[89,] -0.8719018 2.19841561 -0.92091599 20.36435589 1.03261931
[90,] 4.7107686 -4.08973961 5.92895678 3.49837766 2.51335065
[91,] 1.0627645 10.48713805 -1.84941989 -0.18855251 -1.09300699
[92,] -9.3795614 -6.80272776 0.40191899 4.66514792 -6.44489283
[93,] -2.4193044 5.20038757 -11.25995492 -5.75536264 1.02771181
[94,] 18.7102433 0.72765947 -1.21439171 -3.36980438 -1.54745449
[95,] -4.1902205 1.17151325 -5.50571019 2.45165595 6.51111511
[96,] -15.6680742 -4.39577806 -0.99871250 1.42967813 2.58876772
[97,] 6.2103076 4.24196958 -11.02423432 -3.13881302 8.28656935
[98,] 4.7661800 3.70040950 -0.65901021 -0.04358776 0.17165650
[99,] -4.1213500 -3.02397232 1.20323635 3.34246442 0.35126798
[100,] -7.1243364 -2.81190003 2.65275638 -0.24280320 0.34452302
[101,] -6.1066134 -1.06765455 -6.21611276 -0.72917259 3.52591827
[102,] -7.9551814 -8.53752472 3.00627488 3.43291565 4.91533323
[103,] -5.2992378 -3.72961520 0.16109766 2.18987242 -1.30594082
[104,] 3.3036445 0.64601878 -2.79130252 -4.30607127 4.29904129
[105,] -1.7212006 -10.27874316 3.96516394 -0.44305098 -2.20133378
[106,] 1.0544707 -5.63474600 2.75087208 -1.41396262 -3.16977274
[107,] 0.8629296 12.82798744 -1.95084854 -0.03064293 2.71607577
[108,] 4.8363978 3.91744438 -1.36857234 -0.31060810 -4.67241169
[109,] -4.9339947 -1.53802005 -6.86115603 -0.68894167 -0.51724096
[110,] -5.7010122 2.25665992 -1.57351734 4.98708137 4.47992728
[111,] -5.4304344 9.74005789 -4.29457871 -0.17007613 1.11816695
[112,] 5.5184870 -7.86123067 -0.90561100 7.68470062 -0.39516201
[113,] 1.2521889 14.17021052 6.07529104 2.77208681 -3.16718951
[114,] 2.2232775 -6.65016607 2.08155506 20.21050333 10.28572958
[115,] -0.8256508 -8.39412094 -2.63225322 -9.27368322 -2.49097506
[116,] 5.8566929 5.08345181 4.77166738 7.92410406 -1.31221118
[117,] -10.1230472 -3.35817086 -1.74880512 -1.33542662 -3.33981580
[118,] 13.3737449 -3.86175370 6.01154336 -4.30961305 -2.48426171
[119,] 8.4675441 10.49317231 -0.75650873 -4.81907668 0.20474041
[120,] -10.3219175 6.69035880 0.46594433 7.92899039 1.63103157
[121,] -4.9183580 3.85489039 6.05130031 -5.78650930 -2.86609353
[122,] -6.5894525 -0.08419183 6.58823899 -0.87913886 -0.81770550
[123,] 3.2908177 4.95813152 -3.00796159 -2.86631559 2.82404605
[124,] 14.0648494 3.78199466 9.91807895 -5.49324847 -1.34671218
[125,] -0.3702616 0.04211816 3.91258359 -2.52777232 -3.26316505
[126,] -3.2871485 -8.85176836 14.27855939 4.92406295 2.47846277
[127,] -1.7205191 5.25387771 2.57385665 -0.02836278 4.51270952
[128,] -4.2843685 -0.37599737 -0.61649386 4.91557080 -3.81633658
[129,] -7.6944465 2.66452798 -4.29645717 -5.33246631 0.53537250
[130,] -2.9210525 -0.93665888 -3.12565468 0.57901000 5.95264864
[131,] 2.0208548 2.01934599 6.80475918 -9.85566492 -14.11001033
[132,] 0.6014673 -6.79195570 -0.32989089 16.08545527 2.40480310
[133,] -3.4272988 -0.64313547 1.09945517 -5.55466771 2.86852099
[134,] 2.8305510 6.17536549 -8.32823101 0.24689231 0.39446392
[135,] -0.7713696 1.19657076 -0.62850163 13.01974931 -0.92033766
[136,] -9.7327505 -14.09958032 0.99137205 0.28158869 -5.89465908
[137,] 5.0143128 3.74112988 0.18096112 0.67276658 -2.22777121
[138,] 1.3151373 -0.27883469 -2.57643385 -5.90935335 3.14613791
[139,] 4.3738071 2.44782146 1.03953520 5.45151012 10.02449902
[140,] -6.4878250 -8.07101157 8.33711583 -4.01587286 -0.16154890
[141,] 6.9643827 9.44543507 1.63816154 7.20644598 -1.55384731
[142,] -5.5828358 3.29132201 -2.95614883 -0.82724058 -2.61035680
[143,] 0.5378410 10.98278990 0.91489129 -14.48857807 -1.27785387
[144,] 7.9832052 1.26425062 -0.11520889 -6.52487015 -0.43818947
[145,] -6.8021826 -2.99549704 -3.96736353 12.01958805 1.44580285
[146,] -5.4030287 -2.86262859 -1.21083206 -4.32397095 -1.49937999
[147,] -4.6944971 0.29426902 4.81305373 -7.29919286 -5.75949893
[148,] 2.9812572 5.02359255 3.44266398 -0.57117886 -6.01989124
[149,] 1.9885610 6.24798011 0.63133364 5.18298172 0.12004773
[150,] 0.9571961 -0.10709574 -1.52778070 -15.52696199 0.12580811
[151,] -9.1993266 -0.65138940 -8.85605063 0.13531060 -4.60336581
[152,] 13.6716491 -8.47160887 1.46223986 1.57644745 -5.86786892
[153,] 0.4196449 0.64154877 6.24225014 0.66859172 1.38089670
[154,] -0.6710410 2.35892038 -5.32754164 3.35731542 -3.90320305
[155,] 2.2021059 -1.30175136 -6.12618669 3.84903176 -0.16298156
[156,] 4.0860355 5.55925773 -1.77506734 -7.57272678 -10.28326675
[157,] 1.8659808 11.74429730 12.58945863 8.43946647 -2.43319997
[158,] -9.2336736 -4.40323270 -7.73573135 0.54694403 -0.27596006
[159,] 4.9745505 -3.23287682 1.71754965 -5.86650140 10.28955721
[160,] -3.1235001 2.04365939 0.07566340 0.43625200 0.79696564
[161,] 4.3272131 -2.97416486 1.46535186 -6.06673268 -0.83527197
[162,] 0.4631693 3.67154495 -0.03396771 1.72777071 0.48791463
[163,] 13.2101774 12.93373220 -0.25552948 -1.80884183 -4.65989410
[164,] 4.9805503 9.62505235 4.01937685 -1.96057637 -1.44051005
[165,] 2.1430482 6.45708621 5.80260594 -0.70668682 -7.89455874
[166,] -8.5430621 0.35449071 -7.66085079 1.68737461 5.66915632
[167,] 0.7204861 6.92183119 -8.19113552 -12.57610408 8.70855237
[168,] -3.5823909 -6.79769888 -8.41179543 3.17981010 2.40067364
[169,] -10.8573204 1.76884765 13.95957096 -2.60616386 -1.75298956
[170,] 13.4971018 12.18110772 -1.28645274 2.52575066 -3.68081224
[171,] -1.5757923 -10.82018771 1.44457248 -1.10057046 0.46657562
[172,] 6.4215403 11.53394020 -0.62745342 -4.79928734 -7.28969798
[173,] 1.9110837 -1.39875995 0.25206111 -6.29559638 0.69263676
[174,] -10.1318746 -2.08164454 2.44995188 8.28729246 4.46119000
[175,] -10.5255684 -6.14021331 -0.36122842 -4.03798129 -7.08767611
[176,] -6.2094478 -1.47744262 -16.76274416 -1.45451703 5.40193576
[177,] 1.3931757 -2.44227598 -0.43907064 -3.10359106 -4.59677760
[178,] 2.9601556 2.84862736 1.98862612 4.87595795 5.37739063
[179,] -7.5961422 -3.79753737 10.39743730 -0.02069239 -12.84713219
[180,] 3.4381196 -4.05168183 -7.53997569 1.90677966 4.95425619
[181,] -2.5946706 3.68425919 -14.06562687 -2.61869562 0.92186105
[182,] -0.9167952 6.65739485 6.38508706 -0.14783057 -3.15009215
[183,] -22.8859552 -3.24135995 -3.35742529 0.32271253 -2.51515539
[184,] -5.9068059 -7.33788002 -4.35537130 0.16670309 -0.64347432
[185,] -6.3199249 -7.68982875 -2.37855134 -1.29182554 0.79894411
[186,] 3.8900527 1.75244423 1.67874109 -5.99076559 2.79252161
[187,] -6.1423492 5.54434657 2.90187610 -1.02079869 -9.16539300
[188,] 14.6030733 15.41106594 5.17692618 6.96945246 -5.89610021
[189,] -1.0946030 2.24825936 1.11866455 9.69177219 1.28934979
[190,] -4.6540717 -0.74068224 3.14638745 1.58812779 -1.64476801
[191,] -2.3114374 -10.44364007 -0.37036846 -0.33549594 8.93637239
[192,] 8.8076976 4.40689260 -2.14595165 -6.65277672 2.67888145
[193,] -9.1252199 -3.44448715 -4.42425698 1.49031307 8.56149187
[194,] -4.1861920 -3.96714601 3.60526913 0.54667320 -1.66647700
[195,] 4.2353279 4.34425069 -1.71065818 -13.37101132 -2.98989448
[196,] 1.2003494 2.45969811 -1.51310857 2.09637985 7.96856717
[197,] 1.7516574 -0.49845230 -3.64854720 -6.39037941 -4.36308338
[198,] 0.3612144 -7.53550563 4.41855672 10.96199500 3.91349465
[199,] 10.0210998 -4.94887008 3.89018198 -0.65067119 -2.31908683
[200,] 6.7481350 -1.20503749 5.68739428 1.83641988 -1.39161706
[,6] [,7] [,8] [,9] [,10]
[1,] 5.86737142 4.41352843 9.08267804 0.748158080 0.09682779
[2,] 0.73157379 1.90121373 -8.55431497 13.817634650 -5.36574625
[3,] -4.69461104 -2.42472064 -0.91958109 -11.357284361 -0.81905282
[4,] 1.17191806 -6.39920134 4.82084797 3.061551088 2.39629408
[5,] 0.80074451 -2.95958249 -3.83550079 1.638983217 -4.98628977
[6,] 5.11720844 -4.27844727 -2.31698223 0.124555765 -0.28713185
[7,] -5.68730679 -2.69163241 -5.47471693 11.162277538 -1.69331063
[8,] -6.42091051 -1.47601802 1.75813631 -5.218145935 2.33999826
[9,] -11.43263464 12.80762877 10.93757373 6.425385278 6.60174900
[10,] 2.99593570 5.52283225 -2.26610844 12.751093406 -3.95411935
[11,] 1.40572823 1.49055115 -10.74384916 2.161553894 0.56974230
[12,] -0.51325124 1.20195850 11.43751521 0.833969684 -1.48290345
[13,] 0.31865473 6.43984161 -1.58524673 1.283934723 -3.08892723
[14,] 3.42867072 8.10019544 0.92403428 -2.223143387 1.03743731
[15,] -1.66912766 -7.02143027 0.30473027 -0.606312100 -0.81403586
[16,] -4.99905457 -0.97355795 4.88418784 -1.370290755 0.88200215
[17,] -5.86834633 -2.37782530 6.41677944 -3.775456368 9.84187983
[18,] 0.88453637 11.77243992 -0.64258529 5.208558259 -0.39707145
[19,] 7.01769659 -10.10077372 -1.21695109 4.639693357 2.09699923
[20,] -6.96714982 -0.62154172 1.68857063 -2.624163474 -8.32206765
[21,] -3.43370357 0.89067732 7.30706862 -2.660578120 2.00483762
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