Hintzman's (1984, 1986) MINERVA2 adapted to cross-situational word
learning: each trial is stored as a single episodic trace formed by
concatenating that trial's word-vector sum and object-vector sum (words
and objects are random Gaussian vectors, one per vocabulary item). At
test, a word probe (word-half only, object-half zeroed) activates every
trace by its similarity cubed; the activation-weighted sum of traces (the
"echo") is compared, on its object half, against every candidate object to
give a graded association – exponentiated by X into a Luce-choice-ready
matrix rather than MINERVA2's usual hard best-match.
Details
Performance note: memory is exact (no forgetting/decay), so the model
keeps one 2*D-length trace per trial and a test pass costs
O(voc_sz * n_traces * D). D is a fixed representational hyperparameter
(not usually treated as a free cognitive parameter), not included by
default in this package's DEoptim registry bounds – see
xsl_model_registry().
Examples
mod <- minerva2(X = 5, D = 50)
xsl_run(mod, get_example_ambiguous_condition())
#> $fits
#> $fits[[1]]
#> $fits[[1]]$sims
#> NULL
#>
#> $fits[[1]]$responses
#> [,1] [,2] [,3] [,4]
#> [1,] 0.128979767 0.8413479823 0.0212628711 0.964711896
#> [2,] 0.021356996 0.9690426323 0.0748767801 0.018053993
#> [3,] 0.003182310 0.9725849157 0.9668668237 0.025025837
#> [4,] 0.006031317 0.9751749866 0.5938125514 0.380320904
#> [5,] 0.048132595 0.9392446685 0.6695391784 0.746167965
#> [6,] 0.262131092 0.7241551509 0.0078032429 0.900854028
#> [7,] 0.796860545 0.1813739088 0.9001544479 0.083145441
#> [8,] 0.439698801 0.5420998651 0.0839227299 0.879397071
#> [9,] 0.413088164 0.5633619199 0.9786383220 0.006117953
#> [10,] 0.005743994 0.9840189631 0.5361321593 0.392574945
#> [11,] 0.035810708 0.9439575461 0.4003373127 0.567714446
#> [12,] 0.191264325 0.0536132913 0.0064306459 0.353302756
#> [13,] 0.977556306 0.0161751462 0.9261938321 0.066167419
#> [14,] 0.017085240 0.7807639166 0.3610329337 0.624167454
#> [15,] 0.975445859 0.0109407973 0.4671305242 0.510479580
#> [16,] 0.070920008 0.9166030956 0.7250331934 0.261286772
#> [17,] 0.037716149 0.9508025541 0.7553761089 0.011040738
#> [18,] 0.069180513 0.8986734187 0.9606064603 0.006076650
#> [19,] 0.979645590 0.0072350104 0.2778612545 0.166788791
#> [20,] 0.559103046 0.5206324649 0.9794876397 0.006820929
#> [21,] 0.001914710 0.1187778158 0.0662078383 0.903605150
#> [22,] 0.007046560 0.9793801146 0.0210761236 0.957681659
#> [23,] 0.944361159 0.0330037536 0.0922365810 0.016015539
#> [24,] 0.024390029 0.9611204353 0.0602038804 0.059222036
#> [25,] 0.893602174 0.0591051089 0.8639893825 0.210427916
#> [26,] 0.953048369 0.0159286254 0.9196771269 0.098921584
#> [27,] 0.990385495 0.0028056983 0.0116335472 0.974137780
#> [28,] 0.933957824 0.0269715303 0.6881100555 0.284728853
#> [29,] 0.678635985 0.3509786427 0.4238464066 0.562366377
#> [30,] 0.950517268 0.0169452564 0.6956207833 0.250492190
#> [31,] 0.884989618 0.0951703784 0.8297372938 0.148905233
#> [32,] 0.049470576 0.8940386654 0.0440347020 0.821543850
#> [33,] 0.261033924 0.7106446946 0.0749584152 0.899035977
#> [34,] 0.887162825 0.0755882316 0.1402907313 0.836217588
#> [35,] 0.009383532 0.9633268924 0.0274549736 0.917458907
#> [36,] 0.484658295 0.5036059823 0.2540819357 0.726618035
#> [37,] 0.005560341 0.4363806053 0.9810209016 0.011785235
#> [38,] 0.690805897 0.2395915444 0.7784166394 0.180980139
#> [39,] 0.520137078 0.4553721042 0.1454077552 0.797489114
#> [40,] 0.488496039 0.3991474146 0.0258175261 0.960163874
#> [41,] 0.022942888 0.3334329969 0.2059514466 0.779115018
#> [42,] 0.844783372 0.1438178366 0.8905207077 0.100301543
#> [43,] 0.039827650 0.9411450753 0.9755260194 0.009781221
#> [44,] 0.029319769 0.9677984523 0.9563385729 0.002627789
#> [45,] 0.090506906 0.8968851445 0.0069557299 0.986522007
#> [46,] 0.358456931 0.5849180579 0.1997020023 0.780934367
#> [47,] 0.015994350 0.9696175719 0.0008091981 0.735553458
#> [48,] 0.029632471 0.0449483728 0.4396838470 0.513072323
#> [49,] 0.950920705 0.0250746416 0.0706785156 0.911021441
#> [50,] 0.057586671 0.9231965533 0.1958097407 0.005507556
#> [51,] 0.448984429 0.5306363757 0.2956268106 0.675484046
#> [52,] 0.035620111 0.9404006441 0.0096857807 0.976336901
#> [53,] 0.307330202 0.6783697945 0.0066159628 0.977488566
#> [54,] 0.365559328 0.6217041087 0.2950179313 0.681936054
#> [55,] 0.407282387 0.9568331000 0.0226719460 0.961049006
#> [56,] 0.911940817 0.0302838484 0.9368259483 0.136147776
#> [57,] 0.094236084 0.8875161845 0.8267262259 0.147074070
#> [58,] 0.919889541 0.0295588718 0.8085649861 0.187513917
#> [59,] 0.053287163 0.9413294254 0.0084895540 0.003958096
#> [60,] 0.021925794 0.0232009084 0.6244434616 0.383015736
#> [61,] 0.822140085 0.1175607159 0.0254414366 0.910689353
#> [62,] 0.786363852 0.1975584059 0.3339304543 0.753592027
#> [63,] 0.172943723 0.7572935473 0.9562150439 0.019859965
#> [64,] 0.817044385 0.1619707253 0.8968074314 0.092912845
#> [65,] 0.913753129 0.0643494947 0.0208665029 0.968270280
#> [66,] 0.969719403 0.0211780379 0.3950018347 0.973392914
#> [67,] 0.966940495 0.0160817314 0.4652560496 0.486356460
#> [68,] 0.958511276 0.0189368556 0.4844579741 0.478145387
#> [69,] 0.115622217 0.8724526139 0.0574774769 0.585856471
#> [70,] 0.968219697 0.0128234202 0.0311991972 0.940581120
#> [71,] 0.521502270 0.4406402619 0.0428280477 0.929346529
#> [72,] 0.276981542 0.7022318212 0.0162215880 0.802240144
#> [73,] 0.048832354 0.9216138372 0.9669878167 0.008511463
#> [74,] 0.150692601 0.8227434460 0.2513851687 0.706452631
#> [75,] 0.446937118 0.5558310821 0.5261375165 0.450410959
#> [76,] 0.980790121 0.0070234302 0.9533583252 0.030101223
#> [77,] 0.528532425 0.4460439098 0.0034254689 0.974401500
#> [78,] 0.650494042 0.3395552815 0.1236413825 0.868122336
#> [79,] 0.174021248 0.8003624824 0.2030511888 0.013598191
#> [80,] 0.984341159 0.0053982259 0.8750003499 0.122414152
#> [81,] 0.023202145 0.9166697150 0.9858630630 0.064868353
#> [82,] 0.007377150 0.9810634868 0.1209317149 0.950119308
#> [83,] 0.783873669 0.1961568330 0.0026489566 0.988130078
#> [84,] 0.121687278 0.0010797456 0.9671218755 0.017688676
#> [85,] 0.893216944 0.0684225744 0.9452936917 0.024379401
#> [86,] 0.832034789 0.0102577333 0.7735830789 0.215235711
#> [87,] 0.022361149 0.9487594454 0.2211868996 0.728301364
#> [88,] 0.826911728 0.0197292699 0.9624995472 0.013723103
#> [89,] 0.908438910 0.0824845095 0.4717562138 0.457454816
#> [90,] 0.958341670 0.0194110973 0.9337649024 0.056371416
#> [91,] 0.742953205 0.2299230681 0.0194608784 0.967151835
#> [92,] 0.770788534 0.2191942667 0.0164061596 0.975121020
#> [93,] 0.005923827 0.9672259879 0.0255579163 0.960713568
#> [94,] 0.780804660 0.1314646845 0.6795329034 0.268048969
#> [95,] 0.293472303 0.6533466426 0.1535552320 0.814044706
#> [96,] 0.870745191 0.1184842545 0.5513974026 0.199496853
#> [97,] 0.002808193 0.9763015198 0.0340603862 0.690169256
#> [98,] 0.083231695 0.8966576570 0.9703583908 0.007083529
#> [99,] 0.737929299 0.1283402024 0.9588166845 0.041341048
#> [100,] 0.976304312 0.0066337140 0.0190457171 0.948319945
#> [101,] 0.817750960 0.1699951310 0.2963668462 0.670397465
#> [102,] 0.864892184 0.0461501152 0.0324595304 0.932365271
#> [103,] 0.234904486 0.9143054434 0.9705790411 0.322027271
#> [104,] 0.942533964 0.0386822110 0.0277378074 0.951454809
#> [105,] 0.923020732 0.0652115178 0.3160729928 0.643933866
#> [106,] 0.010397011 0.5718043653 0.0258428080 0.956687514
#> [107,] 0.973921267 0.0157733298 0.0054379934 0.762883101
#> [108,] 0.957318738 0.0266221810 0.9183290280 0.062804196
#> [109,] 0.007234939 0.9610211115 0.7957246777 0.567305856
#> [110,] 0.127757907 0.8556177158 0.3919399631 0.222728519
#> [111,] 0.479615008 0.5088310120 0.9132515688 0.045203705
#> [112,] 0.074696928 0.9094410616 0.8499225928 0.175759293
#> [113,] 0.051970675 0.9239369514 0.9741181583 0.011855537
#> [114,] 0.415515961 0.4991633811 0.0140824762 0.978560701
#> [115,] 0.964411507 0.0152392325 0.0916438320 0.842774519
#> [116,] 0.974334550 0.1611276085 0.9692466843 0.011770340
#> [117,] 0.485257256 0.4935427523 0.8027376883 0.134955787
#> [118,] 0.628024630 0.3375965350 0.9560664058 0.033524801
#> [119,] 0.288489795 0.7016672745 0.0063514481 0.087604335
#> [120,] 0.245079155 0.7361427987 0.0104837441 0.930287150
#> [121,] 0.972434243 0.0156782755 0.0393412237 0.916048462
#> [122,] 0.972396661 0.0047074425 0.0322450783 0.017698872
#> [123,] 0.944651907 0.0305207697 0.0051275059 0.230474895
#> [124,] 0.895080773 0.0883531004 0.9771648372 0.013725707
#> [125,] 0.538566654 0.0168599636 0.8128787232 0.127080712
#> [126,] 0.033405038 0.9507469232 0.7594355290 0.010509038
#> [127,] 0.447825630 0.5043348941 0.0084029929 0.390687551
#> [128,] 0.047073984 0.9400003890 0.7641633704 0.224340763
#> [129,] 0.806815457 0.1790908750 0.9238468962 0.068451198
#> [130,] 0.966806403 0.0109496914 0.1609800488 0.798479325
#> [131,] 0.804105425 0.0802258235 0.8546251066 0.118958867
#> [132,] 0.299091482 0.6715624793 0.3460570174 0.661706041
#> [133,] 0.510128860 0.3367522984 0.7194090372 0.262431945
#> [134,] 0.454966740 0.5025584439 0.9345374475 0.049980292
#> [135,] 0.811398395 0.1674468360 0.0102934053 0.944157829
#> [136,] 0.986640407 0.0094644659 0.8164090297 0.165393534
#> [137,] 0.725926565 0.5205297019 0.3536588685 0.632572850
#> [138,] 0.860152079 0.1010305226 0.9677346484 0.006640891
#> [139,] 0.008786830 0.9690656728 0.0418074327 0.918203115
#> [140,] 0.017816682 0.0008205769 0.9827961962 0.010730062
#> [141,] 0.004764144 0.9765181943 0.7234358979 0.246957490
#> [142,] 0.575804124 0.4064765866 0.9169653985 0.064671175
#> [143,] 0.938546593 0.0359012728 0.0719816207 0.896460221
#> [144,] 0.014462538 0.0618019328 0.5408964667 0.425617491
#> [145,] 0.008901201 0.9804038734 0.3551401414 0.886299467
#> [146,] 0.530661035 0.4565289059 0.4932235375 0.452595629
#> [147,] 0.724390065 0.2574752737 0.9704725470 0.011318486
#> [148,] 0.967069708 0.0079214648 0.0104192497 0.972348074
#> [149,] 0.064748036 0.4788017324 0.8287415345 0.121079513
#> [150,] 0.022849585 0.9670598559 0.1030603167 0.886989612
#> [151,] 0.541214613 0.3201228201 0.2912682940 0.007411326
#> [152,] 0.025079973 0.9601455704 0.7339431123 0.245883891
#> [153,] 0.905452411 0.0799323943 0.9149665467 0.067488022
#> [154,] 0.676249765 0.3075522038 0.9560565785 0.046681023
#> [155,] 0.039003496 0.9488724363 0.0241670193 0.970054034
#> [156,] 0.396161497 0.6122008052 0.0269995264 0.965045383
#> [157,] 0.028580680 0.9542498165 0.1671197814 0.794766793
#> [158,] 0.985351787 0.0066586068 0.8581311647 0.005762565
#> [159,] 0.504333816 0.1147363560 0.0780820930 0.893383800
#> [160,] 0.808393922 0.1648517682 0.8722337416 0.039924556
#> [161,] 0.870812167 0.1138683097 0.0098768582 0.960048871
#> [162,] 0.967132418 0.0104987284 0.1561908278 0.865879447
#> [163,] 0.715932550 0.2533767318 0.9218524996 0.046845084
#> [164,] 0.134043994 0.8469788547 0.8388393634 0.003567249
#> [165,] 0.233271227 0.7413551724 0.0592273075 0.016215381
#> [166,] 0.126374622 0.8360850746 0.1416228270 0.828879725
#> [167,] 0.254047398 0.6935330271 0.3049024557 0.642685470
#> [168,] 0.546849259 0.4223711195 0.0197242160 0.775493631
#> [169,] 0.120932363 0.8272514155 0.5155378455 0.439211917
#> [170,] 0.083916757 0.8839878544 0.3562065145 0.078700486
#> [171,] 0.034350009 0.9498429001 0.8092289224 0.166221579
#> [172,] 0.172472467 0.0388701557 0.8310633995 0.145907778
#> [173,] 0.086350165 0.8993954891 0.0569965726 0.789959242
#> [174,] 0.957115691 0.0268586704 0.9769604561 0.006995610
#> [175,] 0.176359575 0.7928534531 0.0135724180 0.974425870
#> [176,] 0.056985227 0.5649216242 0.3091722241 0.625353532
#> [177,] 0.902102995 0.0708202463 0.3391312155 0.570936159
#> [178,] 0.004064850 0.9765892883 0.0064331722 0.971139695
#> [179,] 0.032463501 0.8938998258 0.3282304256 0.651546779
#> [180,] 0.823460593 0.1151199478 0.0927435281 0.775452978
#> [181,] 0.883703604 0.0923919931 0.0271709484 0.182735855
#> [182,] 0.616846243 0.3662479022 0.1189189577 0.857530677
#> [183,] 0.499691904 0.4843536918 0.6791983742 0.296752274
#> [184,] 0.151668079 0.8357309185 0.2741974649 0.712057096
#> [185,] 0.170772761 0.8201569058 0.2502264912 0.742497645
#> [186,] 0.009999278 0.9721179597 0.5021619590 0.549893929
#> [187,] 0.021054854 0.9668395218 0.0028615415 0.090337920
#> [188,] 0.641108936 0.3209392845 0.6438823822 0.318917863
#> [189,] 0.894011163 0.0918381468 0.8139247031 0.171539463
#> [190,] 0.954669316 0.0316797038 0.9502262011 0.033223520
#> [191,] 0.382155149 0.9717375002 0.0169889704 0.973303144
#> [192,] 0.177907546 0.3114354519 0.0169567800 0.057958309
#> [193,] 0.959894981 0.0043111817 0.9807779364 0.003139118
#> [194,] 0.298946103 0.6901630535 0.1509119088 0.837007480
#> [195,] 0.733723372 0.2191950693 0.3855677470 0.578849747
#> [196,] 0.033889953 0.9424354499 0.0854431582 0.862190750
#> [197,] 0.962855359 0.0114346205 0.0590404391 0.916700963
#> [198,] 0.014426527 0.9727163947 0.4910164656 0.446553901
#> [199,] 0.077970858 0.8958058782 0.9724426891 0.008307102
#> [200,] 0.012689326 0.9848464547 0.8073706849 0.011121309
#> [201,] 0.573313805 0.3963291321 0.0318658740 0.946653602
#> [202,] 0.062031530 0.9045762143 0.0099318612 0.966523563
#> [203,] 0.024277807 0.0181540369 0.0465380804 0.935229958
#> [204,] 0.029803511 0.9583429311 0.9489227416 0.034325874
#> [205,] 0.300499181 0.6736724190 0.3325213843 0.367097132
#> [206,] 0.012472441 0.9592559009 0.3623628907 0.529652829
#> [207,] 0.651615976 0.2795269523 0.0319921380 0.953212677
#> [208,] 0.691595005 0.2892488219 0.2610352097 0.673484798
#> [209,] 0.498833218 0.4798574054 0.0118677115 0.531623773
#> [210,] 0.916309154 0.0711858343 0.0394524039 0.957361318
#> [211,] 0.446857525 0.6014235475 0.6994915000 0.287718533
#> [212,] 0.011865719 0.9752822552 0.0098339893 0.957904243
#> [213,] 0.682964794 0.1537113463 0.0799027072 0.892416653
#> [214,] 0.009712127 0.0403502520 0.9873045811 0.001190370
#> [215,] 0.701452264 0.2742957565 0.0659399257 0.904386931
#> [216,] 0.095877947 0.8907729647 0.9452701006 0.016125579
#> [217,] 0.776108982 0.0122651125 0.0617541797 0.910939743
#> [218,] 0.927826403 0.0207178450 0.0782365639 0.891094345
#> [219,] 0.004966385 0.9764420259 0.1961876434 0.755362379
#> [220,] 0.305082286 0.6381869661 0.2685445790 0.668850276
#> [221,] 0.963360273 0.0266185053 0.0034760817 0.987734841
#> [222,] 0.043067011 0.9341196201 0.0041853263 0.984480255
#> [223,] 0.145647896 0.8433673085 0.4742554694 0.506709745
#> [224,] 0.127365589 0.8275189912 0.9427481716 0.039468583
#> [225,] 0.758427295 0.2310756746 0.5391980139 0.443108335
#> [226,] 0.955292367 0.0239897504 0.4238959520 0.474219167
#> [227,] 0.560262745 0.4237218132 0.8832203418 0.099184682
#> [228,] 0.932766171 0.0091681587 0.9277162397 0.020321203
#> [229,] 0.084506346 0.8977172749 0.0017427747 0.959439254
#> [230,] 0.114572205 0.8651269773 0.3712890392 0.584043167
#> [231,] 0.146391691 0.8191092036 0.2876744537 0.679988668
#> [232,] 0.004798873 0.9851179667 0.1941951950 0.781854951
#> [233,] 0.155219660 0.8284911822 0.0711316698 0.918407822
#> [234,] 0.124560070 0.4316149766 0.0271913601 0.948758370
#> [235,] 0.001013325 0.0466697532 0.0181993804 0.974805281
#> [236,] 0.722754681 0.2543804671 0.2718202176 0.190133004
#> [237,] 0.968076869 0.0230592738 0.4194460527 0.565457854
#> [238,] 0.920877710 0.0184817341 0.0497970286 0.931627102
#> [239,] 0.011998010 0.9380721989 0.1452788421 0.793875879
#> [240,] 0.035141723 0.5090811548 0.4112807183 0.009102358
#> [241,] 0.819175576 0.4677024777 0.6672115877 0.292114132
#> [242,] 0.670644575 0.6046003683 0.3289107161 0.662672376
#> [243,] 0.464294182 0.5273507708 0.9249860461 0.006931205
#> [244,] 0.818832080 0.1657394072 0.7018319761 0.265545878
#> [245,] 0.738743409 0.2437871812 0.8841069929 0.100836815
#> [246,] 0.883693118 0.0510897759 0.9372716906 0.029372004
#> [247,] 0.625852869 0.3096471633 0.3867306688 0.581121848
#> [248,] 0.008823698 0.6542790546 0.0056989112 0.985623348
#> [249,] 0.538480085 0.3852585670 0.8790590887 0.129961911
#> [250,] 0.005932873 0.9317624413 0.7069713299 0.227438641
#> [251,] 0.717135757 0.2204667787 0.1072193020 0.873211289
#> [252,] 0.014155683 0.0075701757 0.8360371641 0.148867563
#> [253,] 0.025894188 0.9650709274 0.9735063729 0.009690974
#> [254,] 0.001964863 0.0196463091 0.9803019756 0.036665835
#> [255,] 0.704159598 0.0160876897 0.3885444787 0.570417280
#> [256,] 0.778563268 0.3022704750 0.9738958881 0.014778588
#> [257,] 0.787788137 0.1692516692 0.0594685520 0.849503831
#> [258,] 0.507543225 0.4606140246 0.9697328602 0.011920123
#> [259,] 0.843009593 0.0135959223 0.8526719228 0.131191536
#> [260,] 0.545324533 0.4132965842 0.9601181913 0.026552271
#> [261,] 0.019829866 0.4373343609 0.5052209853 0.462334908
#> [262,] 0.409305105 0.5732090099 0.0096022490 0.976370764
#> [263,] 0.881573791 0.0196307101 0.0795442972 0.906082679
#> [264,] 0.955480896 0.0190892159 0.9429755269 0.040937846
#> [265,] 0.015457673 0.9734266713 0.3672210253 0.603345347
#> [266,] 0.383470319 0.6085888298 0.2369099264 0.068903166
#> [267,] 0.096209591 0.8838206924 0.0222830915 0.961806610
#> [268,] 0.114122799 0.8702250850 0.7643943624 0.006006641
#> [269,] 0.122377801 0.8616168246 0.0083266516 0.981718838
#> [270,] 0.506924190 0.4663387557 0.8160528958 0.172381861
#> [271,] 0.401438902 0.5788064009 0.9686028004 0.019920983
#> [272,] 0.900954496 0.0819950891 0.4407759287 0.524345685
#> [273,] 0.264297753 0.7227933101 0.7615887870 0.217187806
#> [274,] 0.009190814 0.9705034160 0.3420965968 0.635757038
#> [275,] 0.087975111 0.8758700836 0.5578277170 0.724950115
#> [276,] 0.054387422 0.8917605445 0.0131121855 0.010909659
#> [277,] 0.012400537 0.8287049732 0.0713863733 0.900410261
#> [278,] 0.829255071 0.1503539336 0.9121921718 0.474553709
#> [279,] 0.119041912 0.8480129545 0.8564831146 0.070039597
#> [280,] 0.080180686 0.8771426113 0.0192423152 0.954743195
#> [281,] 0.697302949 0.2486539458 0.0220598067 0.932499020
#> [282,] 0.957989844 0.0269278225 0.4557748667 0.911863277
#> [283,] 0.027190925 0.9393950387 0.9232380082 0.055979695
#> [284,] 0.211768225 0.4062135587 0.3841486151 0.576032407
#> [285,] 0.003755012 0.9757729484 0.9721213004 0.137957652
#> [286,] 0.365544454 0.5208103623 0.8992435479 0.042661069
#> [287,] 0.060040376 0.9103802233 0.0650683087 0.927498709
#> [288,] 0.973355911 0.0174034944 0.9349909365 0.055048174
#> [289,] 0.128374768 0.8538144954 0.6500198315 0.386469791
#> [290,] 0.927848928 0.0502683139 0.9890274905 0.013528521
#> [291,] 0.740920480 0.2315684465 0.1743149383 0.784301018
#> [292,] 0.946944993 0.0323272610 0.0696092261 0.898102198
#> [293,] 0.399535517 0.5378665851 0.0072010997 0.958386382
#> [294,] 0.023894507 0.9620161148 0.3106372820 0.747166392
#> [295,] 0.016739337 0.9712685197 0.6757128583 0.306977863
#> [296,] 0.853736987 0.1221310724 0.6190689448 0.134342603
#> [297,] 0.623128087 0.2937081191 0.6121146816 0.348018417
#> [298,] 0.940562884 0.0258397175 0.0309950505 0.942602941
#> [299,] 0.671905387 0.2659532936 0.8298715287 0.136032341
#> [300,] 0.833843154 0.1244725842 0.9006254684 0.072244024
#> [301,] 0.916740654 0.0370149703 0.5777450450 0.382447459
#> [302,] 0.991843758 0.0049805506 0.3379854232 0.652660859
#> [303,] 0.010131121 0.9742339424 0.0271915989 0.192438015
#> [304,] 0.245137863 0.7472879733 0.3356045923 0.649814201
#> [305,] 0.186126041 0.7909302852 0.0704185215 0.914874552
#> [306,] 0.477396025 0.4961137355 0.2174201199 0.968172835
#> [307,] 0.811320296 0.1644546370 0.9303012651 0.050909782
#> [308,] 0.005046233 0.0069191713 0.0835291897 0.899883632
#> [309,] 0.018570829 0.9695433869 0.8511366641 0.112285204
#> [310,] 0.662536184 0.2937305844 0.3305608591 0.865104213
#> [311,] 0.376886653 0.5146262861 0.0086493880 0.978116240
#> [312,] 0.080365229 0.9046933489 0.0008088529 0.051238621
#> [313,] 0.024832365 0.2130112367 0.0351171820 0.903119391
#> [314,] 0.439775478 0.0036233028 0.3061780411 0.680795815
#> [315,] 0.666072652 0.3055854258 0.9724711442 0.007144299
#> [316,] 0.118596190 0.8746450492 0.9588343794 0.017872406
#> [317,] 0.762948568 0.1797359277 0.4635183887 0.492116725
#> [318,] 0.851129874 0.1173775697 0.9637952999 0.041870392
#> [319,] 0.900704760 0.0787670250 0.0077904854 0.979773857
#> [320,] 0.827668060 0.1469510321 0.9367586311 0.044215555
#> [321,] 0.375488410 0.6109049189 0.0307224265 0.602464319
#> [322,] 0.887488523 0.0207715701 0.3808182525 0.529125973
#> [323,] 0.380583011 0.5253864943 0.6635312323 0.308057656
#> [324,] 0.486090786 0.1279342398 0.4231969709 0.551270535
#> [325,] 0.193146680 0.7566326565 0.7909574716 0.128879878
#> [326,] 0.090609457 0.8389521143 0.0118851860 0.976483528
#> [327,] 0.147572638 0.8135647327 0.0183416401 0.966132611
#> [328,] 0.181623266 0.8065756166 0.4048209349 0.582316999
#> [329,] 0.235303049 0.7057136698 0.5907564801 0.379229014
#> [330,] 0.742214053 0.2483651463 0.7492876060 0.225338303
#> [331,] 0.081355998 0.9041425166 0.6720065587 0.310348473
#> [332,] 0.055644554 0.9199440648 0.9596732489 0.021706575
#> [333,] 0.006336297 0.9727643936 0.8406268140 0.127019102
#> [334,] 0.965052461 0.0158797919 0.9832572012 0.010503819
#> [335,] 0.513697578 0.4683707253 0.6897489599 0.016880764
#> [336,] 0.167028866 0.8041491722 0.7644335322 0.010452778
#> [337,] 0.368495956 0.6161408127 0.5730980498 0.403832116
#> [338,] 0.203494750 0.7580763834 0.5609684499 0.399575588
#> [339,] 0.925069053 0.0251813088 0.0385227756 0.916437130
#> [340,] 0.025954226 0.9621261701 0.6966212058 0.252794175
#> [341,] 0.953303882 0.0242415801 0.9415154011 0.020257206
#> [342,] 0.373093561 0.5457062026 0.8472848678 0.112293544
#> [343,] 0.143112046 0.8109602616 0.9789846188 0.005808067
#> [344,] 0.012902610 0.9552486602 0.4766513185 0.438729968
#> [345,] 0.957287655 0.0278236536 0.3909583992 0.588006142
#> [346,] 0.491869803 0.4265704690 0.9624511773 0.005484535
#> [347,] 0.193919283 0.7710919302 0.4270144748 0.337889282
#> [348,] 0.959274137 0.0243437842 0.4990854404 0.482957157
#> [349,] 0.182536863 0.7976632071 0.8217705737 0.157666955
#> [350,] 0.181454668 0.9770277409 0.5764238340 0.365746083
#> [351,] 0.007280376 0.9715700786 0.9038899374 0.077286297
#> [352,] 0.946668623 0.0393790929 0.9708573931 0.021147658
#> [353,] 0.756706742 0.2447642375 0.1938914554 0.785921242
#> [354,] 0.158335035 0.8192658096 0.4464802403 0.528956504
#> [355,] 0.978915836 0.0118048939 0.8812520409 0.007636736
#> [356,] 0.180670999 0.8084933781 0.9574808713 0.036960516
#> [357,] 0.937253615 0.0156728104 0.8278435750 0.147634173
#> [358,] 0.034857115 0.9549832723 0.9737137404 0.013820511
#> [359,] 0.384040013 0.5864894215 0.0965443012 0.884069079
#> [360,] 0.003527740 0.8795865480 0.0043881099 0.984080555
#> [361,] 0.924916464 0.0556940067 0.8626742636 0.100291786
#> [362,] 0.942146991 0.0718491670 0.5350946477 0.396290922
#> [363,] 0.024023872 0.9619115644 0.4771547003 0.506020516
#> [364,] 0.835883740 0.1545008554 0.0103966689 0.962949340
#> [365,] 0.243944971 0.6558953253 0.3001618055 0.659119237
#> [366,] 0.896588884 0.0892713958 0.1461850694 0.663663500
#> [367,] 0.142055960 0.8309282754 0.7179387103 0.221876819
#> [368,] 0.934541185 0.0792429549 0.9481608278 0.012885898
#> [369,] 0.958483292 0.0225127044 0.0432447884 0.935459120
#> [370,] 0.863061319 0.1135364815 0.1052456068 0.876235175
#> [371,] 0.860526478 0.1149129337 0.0166492410 0.513301537
#> [372,] 0.616115002 0.3182146739 0.2705084874 0.692138098
#> [373,] 0.959987355 0.0189259371 0.8563570481 0.128606619
#> [374,] 0.585172677 0.3560158066 0.2804212859 0.657588189
#> [375,] 0.981603781 0.0863143607 0.7233650600 0.233891193
#> [376,] 0.947221882 0.0507720438 0.3053395732 0.655348613
#> [377,] 0.989384835 0.0027118445 0.7149567198 0.171233574
#> [378,] 0.017408136 0.8757580000 0.8943033460 0.061759805
#> [379,] 0.012109632 0.9697140871 0.0063695168 0.448688510
#> [380,] 0.983265735 0.0070398557 0.9707026399 0.163071999
#> [381,] 0.090420208 0.0803211455 0.0380613243 0.941022958
#> [382,] 0.152542896 0.7993010049 0.7022900574 0.245209774
#> [383,] 0.042741718 0.9294517992 0.0028329208 0.982109557
#> [384,] 0.966420353 0.0236865323 0.7287118378 0.257544701
#> [385,] 0.446585158 0.5058349123 0.7729248404 0.194387847
#> [386,] 0.451513159 0.2734550892 0.8422688993 0.120854291
#> [387,] 0.018874639 0.9015435808 0.3937238138 0.544319009
#> [388,] 0.020046162 0.9654944499 0.2614126773 0.531943057
#> [389,] 0.218484978 0.7625627250 0.0331787426 0.884111952
#> [390,] 0.911020349 0.0852620416 0.2013741475 0.795913348
#> [391,] 0.737583332 0.2116232049 0.0431679104 0.932726035
#> [392,] 0.373359945 0.5887393259 0.9769472473 0.004709314
#> [393,] 0.071037333 0.9140245019 0.0108862953 0.010982555
#> [394,] 0.956433977 0.0101722958 0.0383514722 0.937547163
#> [395,] 0.201417027 0.7886342960 0.6464094837 0.142646234
#> [396,] 0.011886872 0.9761924100 0.2121200715 0.738241517
#> [397,] 0.970338434 0.0081249816 0.0089858423 0.976998344
#> [398,] 0.595971281 0.3875147927 0.1552712274 0.009161319
#> [399,] 0.974983553 0.0109799524 0.0310607542 0.954673944
#> [400,] 0.250346774 0.6977990911 0.6615094391 0.266671941
#> [401,] 0.012048820 0.1380964024 0.0493940506 0.935698807
#> [402,] 0.432911366 0.5359367015 0.4960487767 0.472689278
#> [403,] 0.055893759 0.7003971990 0.0989135665 0.879567879
#> [404,] 0.050264163 0.9254785973 0.9624791704 0.108332976
#> [405,] 0.023730489 0.9595099697 0.9799855257 0.008401066
#> [406,] 0.072142298 0.7745253725 0.9134656153 0.033376173
#> [407,] 0.250585383 0.7275976039 0.1187056259 0.866466838
#> [408,] 0.019954050 0.0264326953 0.8232191295 0.138725549
#> [409,] 0.680585981 0.2689096677 0.9498422471 0.029211385
#> [410,] 0.301761509 0.6718549429 0.0233947370 0.982423225
#> [411,] 0.970728650 0.0126529275 0.9778445843 0.005174796
#> [412,] 0.819055878 0.1560490616 0.1296741676 0.861411519
#> [413,] 0.010244466 0.9689220251 0.1399449793 0.833052289
#> [414,] 0.527309349 0.3725849602 0.0511228303 0.932859500
#> [415,] 0.803846233 0.1648315532 0.0129708478 0.943032460
#> [416,] 0.598732374 0.3748192599 0.0148506093 0.720352145
#> [417,] 0.608281428 0.3674866806 0.0502384265 0.910587574
#> [418,] 0.083529146 0.8881226386 0.8872780467 0.448071083
#> [419,] 0.072384870 0.2027831231 0.9711719295 0.020636861
#> [420,] 0.007489475 0.4615245656 0.1086038992 0.879028330
#> [421,] 0.367532685 0.6192928923 0.9811746095 0.011719274
#> [422,] 0.959715537 0.0277558386 0.1448913703 0.282424792
#> [423,] 0.172445959 0.7208347650 0.9581543518 0.024189693
#> [424,] 0.153423940 0.5582445297 0.8132839412 0.140687428
#> [425,] 0.179955619 0.7942765317 0.9724060263 0.006587508
#> [426,] 0.974049826 0.0224918937 0.7481165071 0.023559000
#> [427,] 0.964107235 0.0420073618 0.2720045253 0.699258265
#> [428,] 0.504333671 0.4621213114 0.8665034401 0.114263633
#> [429,] 0.117423297 0.8456981175 0.0047870080 0.980133608
#> [430,] 0.355423070 0.1683782074 0.0693592526 0.906962404
#> [431,] 0.728440339 0.0096983107 0.0226850433 0.968050575
#> [432,] 0.306949201 0.6745747917 0.9877702447 0.005512135
#> [433,] 0.411090963 0.5665273891 0.6588113717 0.317010001
#> [434,] 0.642610962 0.3219493697 0.0687765013 0.914781443
#> [435,] 0.826977678 0.1614957584 0.0399140242 0.009279063
#> [436,] 0.153104307 0.0044831240 0.0189659249 0.977355982
#> [437,] 0.512738362 0.4697201902 0.4971480832 0.477406269
#> [438,] 0.415688217 0.5396033914 0.9769323523 0.015930668
#> [439,] 0.955447313 0.0188706378 0.9618203795 0.020832159
#> [440,] 0.036220743 0.6689655807 0.6727811627 0.028476157
#> [441,] 0.029276878 0.9553702671 0.9753677380 0.007214652
#> [442,] 0.004871358 0.9793724710 0.8540200097 0.109326772
#> [443,] 0.015345471 0.9727025989 0.9886209834 0.002309049
#> [444,] 0.620635309 0.0104136963 0.0433594363 0.172783403
#> [445,] 0.963754011 0.0219516314 0.9712441779 0.008209262
#> [446,] 0.005387085 0.9777509290 0.0292104341 0.961175865
#> [447,] 0.187483807 0.7849308015 0.4352799043 0.420646723
#> [448,] 0.062975330 0.9314691011 0.5066979816 0.483245656
#> [449,] 0.948685443 0.0277084117 0.1345851041 0.845635101
#> [450,] 0.045744312 0.9274032034 0.5236033666 0.448156314
#> [451,] 0.127652055 0.0068120262 0.9795114227 0.008996740
#> [452,] 0.001956214 0.9940929111 0.0221043645 0.944757785
#> [453,] 0.864042887 0.1035431494 0.0081531116 0.337304455
#> [454,] 0.965745478 0.0189005919 0.9089450217 0.069866156
#> [455,] 0.954199132 0.0127694707 0.7095183777 0.210240644
#> [456,] 0.896742071 0.0730152470 0.9596335256 0.027526162
#> [457,] 0.629837586 0.2943313481 0.8159118471 0.158245638
#> [458,] 0.017980738 0.7998112100 0.7205351270 0.237713337
#> [459,] 0.606646483 0.3350829735 0.2702684393 0.673885503
#> [460,] 0.632157530 0.3556892868 0.0172711601 0.973828526
#> [461,] 0.029924045 0.9615902332 0.0416013622 0.949249540
#> [462,] 0.255750027 0.4080575713 0.6978227422 0.245621797
#> [463,] 0.970385743 0.0191051772 0.4888216832 0.466929949
#> [464,] 0.170654265 0.8035894866 0.0137098644 0.967082938
#> [465,] 0.931801378 0.0502341658 0.4035802819 0.036481344
#> [466,] 0.804853362 0.1722132603 0.1376696469 0.846941514
#> [467,] 0.886691864 0.0778156270 0.9701510154 0.004844523
#> [468,] 0.946391113 0.0459896921 0.1179783998 0.878288141
#> [469,] 0.306316298 0.6777005270 0.0523258275 0.883828263
#> [470,] 0.176409862 0.8097223871 0.0421061030 0.945195946
#> [471,] 0.008161351 0.6212072179 0.9328904431 0.050689665
#> [472,] 0.343168546 0.5820586928 0.4306567925 0.531170305
#> [473,] 0.773797514 0.2021611297 0.0479640014 0.933296796
#> [474,] 0.668911065 0.2306439897 0.6357073485 0.245113691
#> [475,] 0.302335273 0.6637657350 0.9762451087 0.010972187
#> [476,] 0.201818490 0.8366257599 0.5601089910 0.395164299
#> [477,] 0.963150596 0.0215269892 0.7535025034 0.218633799
#> [478,] 0.114238582 0.8089523354 0.9070964423 0.051685454
#> [479,] 0.529028367 0.4324034140 0.4561434572 0.496596823
#> [480,] 0.013288599 0.9765830867 0.0858736011 0.896412569
#> [481,] 0.719601659 0.2604849084 0.1536676189 0.814489638
#> [482,] 0.783363675 0.1685354967 0.8702691487 0.097908706
#> [483,] 0.808032719 0.1757479215 0.6874699337 0.312180437
#> [484,] 0.066863052 0.9080435157 0.0398317152 0.951303013
#> [485,] 0.611546633 0.3424671606 0.2970736743 0.656771777
#> [486,] 0.010651743 0.9607924185 0.2603262003 0.711847623
#> [487,] 0.143014620 0.8369310059 0.0371975051 0.945231471
#> [488,] 0.710764784 0.2785611403 0.3843676641 0.587737350
#> [489,] 0.166960970 0.8090763196 0.2606114280 0.506572260
#> [490,] 0.010722342 0.9856913002 0.8903577893 0.078924767
#> [491,] 0.946094213 0.0457675442 0.9518389829 0.031357225
#> [492,] 0.971610735 0.0066749300 0.4914582985 0.264353700
#> [493,] 0.897785060 0.0749217706 0.5664642876 0.565792158
#> [494,] 0.809807312 0.1581271485 0.0109514056 0.910024631
#> [495,] 0.498888001 0.4885366426 0.5666663411 0.414423655
#> [496,] 0.833957341 0.1334682995 0.8328596594 0.138297348
#> [497,] 0.690066360 0.2925772610 0.7351885746 0.653479971
#> [498,] 0.756369777 0.0943057450 0.9371954544 0.019654133
#> [499,] 0.451141674 0.5759099262 0.9438262544 0.044093643
#> [500,] 0.008001488 0.6931198135 0.1966284531 0.691803739
#>
#> $fits[[1]]$perf
#> 1 2 3 4
#> 0.4624921 0.4655478 0.4708290 0.4614031
#>
#> $fits[[1]]$matrix
#> 1 2 3 4
#> 1 22996.031 22568.674 1760.711 2396.580
#> 2 24692.696 23521.735 1229.307 1081.119
#> 3 1389.688 1936.544 23455.582 23035.809
#> 4 1780.829 2173.736 22562.374 22716.424
#>
#> $fits[[1]]$sse
#> [1] 0.004934469
#>
#> $fits[[1]]$data
#> xslData object with label "example condition" and condition "ambiguous"
#> training trials: 2
#> test trials: 0
#> words: 4
#> objects: 4
#> accuracies: 4
#>
#>
#>
#> $sse
#> [1] 0.004934469
#>
#> $unweighted_sse
#> [1] 0.004934469
#>