tcn_experiments_results .csv

seq_length,batch_size,lr,kernel_size,num_channels,dropout,MAE,RMSE,MAPE,R2
20,16,0.001,3,"[32, 64, 128]",0.1,16.572361,22.172522,4.028758779168129,0.9988883111490154
20,16,0.001,3,"[32, 64, 128]",0.2,13.983656,17.25128,4.567538946866989,0.999216727411819
20,16,0.001,3,"[64, 128, 256]",0.1,9.227142,16.098372,1.7861273139715195,0.9993215990399381
20,16,0.001,3,"[64, 128, 256]",0.2,32.52503,50.50318,4.2977456003427505,0.993552277902336
20,16,0.001,5,"[32, 64, 128]",0.1,9.278965,16.998466,1.4871936291456223,0.9993018975487017
20,16,0.001,5,"[32, 64, 128]",0.2,30.54137,33.586468,10.224183648824692,0.9976158983428729
20,16,0.001,5,"[64, 128, 256]",0.1,17.344337,21.782156,4.487683996558189,0.9987085957576004
20,16,0.001,5,"[64, 128, 256]",0.2,11.044325,18.058212,2.4674613028764725,0.9992458193185629
20,16,0.0005,3,"[32, 64, 128]",0.1,12.53834,21.04383,2.154642343521118,0.9989445208347709
20,16,0.0005,3,"[32, 64, 128]",0.2,12.745502,21.059008,2.473744750022888,0.9990076011403334
20,16,0.0005,3,"[64, 128, 256]",0.1,8.911542,14.301335,1.5193802304565907,0.9994761346035831
20,16,0.0005,3,"[64, 128, 256]",0.2,24.476194,35.535774,3.7379343062639236,0.9967346545084231
20,16,0.0005,5,"[32, 64, 128]",0.1,20.578373,24.919014,6.291534006595612,0.9984582218569038
20,16,0.0005,5,"[32, 64, 128]",0.2,9.919437,16.766752,2.132658287882805,0.9993134947048852
20,16,0.0005,5,"[64, 128, 256]",0.1,25.127975,28.197943,6.8924590945243835,0.9982264839879521
20,16,0.0005,5,"[64, 128, 256]",0.2,11.652903,17.96678,2.506428398191929,0.9991750685542502
20,32,0.001,3,"[32, 64, 128]",0.1,10.216969,17.233831,1.7746834084391594,0.9992863679672432
20,32,0.001,3,"[32, 64, 128]",0.2,22.385637,26.139921,6.692459434270859,0.9984910864882794
20,32,0.001,3,"[64, 128, 256]",0.1,12.12933,19.025928,2.2828908637166023,0.999150679195277
20,32,0.001,3,"[64, 128, 256]",0.2,13.282593,19.503124,3.484996035695076,0.9989809002444846
20,32,0.001,5,"[32, 64, 128]",0.1,8.813095,16.551903,1.4535930007696152,0.9993832937579427
20,32,0.001,5,"[32, 64, 128]",0.2,16.57243,22.24275,4.397954046726227,0.9987643728705714
20,32,0.001,5,"[64, 128, 256]",0.1,14.542594,21.95337,3.2152224332094193,0.9986361963868512
20,32,0.001,5,"[64, 128, 256]",0.2,12.686364,18.312315,2.6507072150707245,0.9991976195607132
20,32,0.0005,3,"[32, 64, 128]",0.1,10.972031,17.07028,3.008321486413479,0.9992351445519772
20,32,0.0005,3,"[32, 64, 128]",0.2,11.284242,18.629333,2.0940307527780533,0.9991191005266538
20,32,0.0005,3,"[64, 128, 256]",0.1,15.384082,19.970917,3.825172409415245,0.9988943858157291
20,32,0.0005,3,"[64, 128, 256]",0.2,9.61058,17.129116,1.6760949045419693,0.9993682118242134
20,32,0.0005,5,"[32, 64, 128]",0.1,10.669407,18.556492,1.8693991005420685,0.9991652500186031
20,32,0.0005,5,"[32, 64, 128]",0.2,12.52197,18.38861,2.865048125386238,0.9991629908765655
20,32,0.0005,5,"[64, 128, 256]",0.1,9.380062,17.480297,1.5381074510514736,0.9992380190376577
20,32,0.0005,5,"[64, 128, 256]",0.2,8.744329,15.039493,1.7520295456051826,0.9994262673309673
50,16,0.001,3,"[32, 64, 128]",0.1,10.273757,15.971776,2.511153370141983,0.9993447467462299
50,16,0.001,3,"[32, 64, 128]",0.2,9.333831,16.768028,1.3906804844737053,0.999385982810318
50,16,0.001,3,"[64, 128, 256]",0.1,12.721631,20.836632,2.678968757390976,0.9989705360485339
50,16,0.001,3,"[64, 128, 256]",0.2,17.939943,22.986032,3.8729630410671234,0.9986873439156335
50,16,0.001,5,"[32, 64, 128]",0.1,11.771734,17.411133,2.4379052221775055,0.9992368464085161
50,16,0.001,5,"[32, 64, 128]",0.2,15.373229,20.302544,2.8986740857362747,0.9989058675548299
50,16,0.001,5,"[64, 128, 256]",0.1,12.68566,18.985384,3.012777492403984,0.9991642665006296
50,16,0.001,5,"[64, 128, 256]",0.2,9.284098,17.165169,1.5190502628684044,0.9992995234749443
50,16,0.0005,3,"[32, 64, 128]",0.1,20.753323,23.859331,5.220268294215202,0.9987287243572543
50,16,0.0005,3,"[32, 64, 128]",0.2,16.848667,21.146307,4.336077347397804,0.9990129532932184
50,16,0.0005,3,"[64, 128, 256]",0.1,20.176424,24.397182,4.622310027480125,0.9985575929441433
50,16,0.0005,3,"[64, 128, 256]",0.2,16.87846,21.375345,3.8579698652029037,0.998885984051175
50,16,0.0005,5,"[32, 64, 128]",0.1,9.856559,17.955727,1.6365615651011467,0.9992775292034096
50,16,0.0005,5,"[32, 64, 128]",0.2,9.564139,16.442719,1.667504571378231,0.9993688739264005
50,16,0.0005,5,"[64, 128, 256]",0.1,19.603523,24.410717,4.512424021959305,0.9987142749395768
50,16,0.0005,5,"[64, 128, 256]",0.2,9.802975,16.738586,1.7694033682346344,0.9993465800611171
50,32,0.001,3,"[32, 64, 128]",0.1,14.992027,20.501675,3.9011191576719284,0.9989895230784588
50,32,0.001,3,"[32, 64, 128]",0.2,12.136701,21.903906,1.675332896411419,0.9988124523800502
50,32,0.001,3,"[64, 128, 256]",0.1,16.243258,21.878475,3.2477565109729767,0.9988669369317015
50,32,0.001,3,"[64, 128, 256]",0.2,10.431404,17.849722,2.1207982674241066,0.9992352448895843
50,32,0.001,5,"[32, 64, 128]",0.1,9.798438,18.203817,1.8069583922624588,0.9991828513138904
50,32,0.001,5,"[32, 64, 128]",0.2,13.453905,20.458347,2.8765540570020676,0.9989918441479002
50,32,0.001,5,"[64, 128, 256]",0.1,10.248581,19.059658,1.4791473746299744,0.9991173125115632
50,32,0.001,5,"[64, 128, 256]",0.2,12.435772,17.841797,3.1822390854358673,0.9991980448190277
50,32,0.0005,3,"[32, 64, 128]",0.1,13.926699,21.265066,2.3041510954499245,0.9987948900962568
50,32,0.0005,3,"[32, 64, 128]",0.2,13.18142,20.766602,2.2428633645176888,0.9990305495859826
50,32,0.0005,3,"[64, 128, 256]",0.1,10.788938,17.14647,2.2939158603549004,0.9993545657696153
50,32,0.0005,3,"[64, 128, 256]",0.2,12.647984,19.929857,2.6079680770635605,0.9990583378698927
50,32,0.0005,5,"[32, 64, 128]",0.1,15.586029,20.087204,3.013327158987522,0.9990323353949753
50,32,0.0005,5,"[32, 64, 128]",0.2,15.737544,23.618088,2.7048349380493164,0.998580594012663
50,32,0.0005,5,"[64, 128, 256]",0.1,10.327853,18.472818,1.9862400367856026,0.9992539980923857
50,32,0.0005,5,"[64, 128, 256]",0.2,14.525909,22.566847,2.85190399736166,0.9989187851747641