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Commit 6ce7af97 authored by enrgarc's avatar enrgarc
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LSTM - final

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LSTM/RESULTS/cluster.csv
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execNumber,Model,epochs,window_size,steps_predict,numNeurons,batch_size,dropout,RMSE,CVRMSE,Exec.Time
Ejecucion-5,cluster,20,24,1,"[64, 32]",16,0.1999999999999999,2.2105120056681087,0.1614515634245336,50.480512857437134
Ejecucion-5,cluster,20,24,1,"[128, 64]",8,0.1,2.1105678940527475,0.1541518369204474,97.49636387825012
Ejecucion-1,cluster,20,24,1,"[64, 32]",4,0.1,2.065097743756033,0.1508307842250859,150.773344039917
Ejecucion-0,cluster,20,24,1,"[64, 32]",4,0.1,2.09712418586896,0.1531699342214663,153.7577509880066
Ejecucion-0,cluster,50,24,1,"[64, 32]",4,0.1,2.530068118620352,0.1847913299156064,378.79082107543945
Ejecucion-0,cluster,22,24,1,"[64, 32]",4,0.1,2.0706997089475614,0.1484116368262425,98.4234721660614
Ejecucion-0,cluster,25,48,48,"[64, 32]",32,0.1,6.7635640505062,0.4847596236080681,46.91614007949829
Ejecucion-0,cluster,20,24,1,"[64, 32]",32,0.2,2.227735387230051,0.2183228228128926,20.87702178955078
Ejecucion-0,cluster,5,24,1,"[64, 32]",32,0.2,2.492676627480826,0.1820603270132147,13.026953935623167
Ejecucion-0,cluster,20,24,1,"[64, 32]",16,0.1,2.586475662398868,0.1889112288840929,41.42204165458679
Ejecucion-6,cluster,20,24,1,"[128, 64]",64,0.1999999999999999,2.5513438470040954,0.1863452683704726,29.39187884330749
Ejecucion-4,cluster,20,24,1,"[64, 32]",128,0.3,2.591207654928648,0.1892568445559767,16.667845964431763
Ejecucion-5,cluster,20,24,1,"[128, 64]",16,0.1999999999999999,2.422571222974152,0.1751007724671756,40.11453700065613
Ejecucion-3,cluster,20,24,1,"[64, 32]",8,0.3,2.3863434541399213,0.1724822693464094,46.33552002906799
Ejecucion-7,cluster,20,24,1,"[32, 16]",16,0.4,2.3069459135009724,0.166743502797038,23.900590181350708
Ejecucion-76,cluster,20,24,1,"[128, 64]",128,0.6,2.500890409398326,0.180761596764856,25.9771728515625
Ejecucion-0,cluster,50,24,1,"[128, 64]",128,0.6,2.4822704522168983,0.179415766823984,50.954550981521606
Ejecucion-0,cluster,45,24,1,"[128, 64]",128,0.6,2.447426217050739,0.1768972639887476,44.43571710586548
Ejecucion-52,cluster,20,24,1,"[128, 64]",128,0.6,2.273899156262625,0.164322324744609,12.538872957229614
Ejecucion-0,cluster,50,24,1,"[128, 64]",128,0.6,2.202568193028671,0.159167623986401,29.874427318573
Ejecucion-0,cluster,100,24,1,"[128, 64]",128,0.6,2.181089912523272,0.1576155054703077,47.10901212692261
Ejecucion-0,cluster,60,24,1,"[128, 64]",128,0.6,2.1574157706995614,0.1559047039995866,31.604024171829224
Ejecucion-0,cluster,60,24,1,"[128, 64]",128,0.2,2.188871627680979,0.1581778477015773,28.463771104812626
Ejecucion-0,cluster,20,24,1,"[16, 8]",8,0.1,2.147071986284463,0.1551572149576628,26.853934049606323
Ejecucion-75,cluster,20,24,1,"[128, 64]",8,0.4,2.076338876279844,0.1500457178007358,31.95407605171204
Ejecucion-0,cluster,50,24,1,"[128, 64]",8,0.4,2.159520516026148,0.156056802497054,73.52386498451233
Ejecucion-0,cluster,50,24,1,"[64, 32]",8,0.2,2.1158411466514515,0.1529003320356174,59.25311017036438
Ejecucion-0,cluster,50,24,1,"[64, 32]",8,0.1,2.14060866245514,0.1546901456972312,61.20106911659241
Ejecucion-0,cluster,20,24,1,"[64, 32]",8,0.1,2.093933182804035,0.1513171626413575,27.597087860107425
Ejecucion-0,cluster,20,24,1,"[64, 32]",16,0.1,2.1665606277685887,0.1565655530829336,16.765788078308105
Ejecucion-0,cluster,20,24,1,"[64, 32]",16,0.2,2.188369825758487,0.1581415852058382,17.748611211776733
Ejecucion-0,cluster,20,24,1,"[64, 32]",8,0.4,2.176950488752592,0.157316371827891,27.088468074798584
Ejecucion-0,cluster,20,24,1,"[64, 32]",8,0.1,2.120706845243028,0.1532519496092782,26.951733112335205
Ejecucion-0,cluster,20,24,1,"[64, 32]",4,0.1,2.064415136684309,0.1491840539909792,36.40873003005981
Ejecucion-0,cluster,18,24,1,"[32, 16]",4,0.1,2.092954048551619,0.151246405934249,30.765198945999146
Ejecucion-0,cluster,20,24,1,"[32, 16]",4,0.1,2.1301740104489766,0.1539360901487116,33.16824412345886
Ejecucion-0,cluster,20,24,1,"[16, 8]",4,0.1,2.164746792336996,0.1564344770613771,32.67988300323486
Ejecucion-0,cluster,20,24,1,"[48, 24]",4,0.1,2.3178602523649343,0.1674991540643954,35.28100681304932
Ejecucion-0,cluster,15,24,1,"[48, 24]",4,0.1,2.090363213796236,0.1510591803975047,28.02445173263549
Ejecucion-0,cluster,20,24,1,"[24, 12]",4,0.1,2.084552408363825,0.1506392650927021,32.39749193191528
Ejecucion-6,cluster,20,24,1,"[32, 16]",4,0.2,2.072608313232856,0.1497761302991093,33.89447379112244
Ejecucion-0,cluster,50,24,1,"[32, 16]",4,0.2,2.1548143006380087,0.1557167099071087,83.3355917930603
Ejecucion-0,cluster,18,24,1,"[32, 16]",4,0.2,2.0950575944499725,0.1513984177555615,31.457863807678223
Ejecucion-0,cluster,18,24,1,"[32, 16]",4,0.2,2.156356010254543,0.1558281208760482,30.78348922729492
Ejecucion-0,cluster,25,24,1,"[32, 16]",6,0.2,2.116664130459394,0.1529598045993746,42.20986199378967
Ejecucion-0,cluster,20,24,1,"[32, 16]",6,0.2,2.1471786205265464,0.155164920834376,35.97468304634094
Ejecucion-0,cluster,20,24,1,"[32, 16]",4,0.2,2.0804858152758285,0.1503453945276115,33.98968696594238
Ejecucion-0,cluster,20,24,1,"[32, 16]",32,0.2,2.2521248952866806,0.1627488173296875,11.852407217025757
Ejecucion-0,cluster,50,24,1,"[32, 16]",32,0.2,2.1471298298168087,0.1551613949951461,21.18627905845642
Ejecucion-30,cluster,40,24,1,"[64, 32]",8,0.4,2.0933008189606124,0.1512714651456927,48.42118287086487
Ejecucion-0,cluster,50,24,1,"[64, 32]",8,0.4,2.1258478292983223,0.1536234605661798,60.242202043533325
Ejecucion-0,cluster,25,24,1,"[64, 32]",8,0.4,2.133583022767061,0.1541824409280098,34.79287004470825
Ejecucion-4,cluster,25,48,48,"[16, 8]",8,0.2,4.188857072354054,0.3027059182709934,49.57154107093811
Ejecucion-0,cluster,25,24,1,"[64, 32]",4,0.1,2.060584885064592,0.1489072625383875,41.44407105445862
Ejecucion-0,cluster,25,48,48,"[16, 8]",4,0.2,3.2674396631759497,0.2361200935129786,106.25619196891785
Ejecucion-6,cluster,25,48,48,"[64, 32]",4,0.2,2.888171965695015,0.2087124797764773,95.66768383979796
Ejecucion-0,cluster,25,48,48,"[64, 32]",4,0.2,2.907637075862738,0.2101191174214938,94.82033801078796
Ejecucion-0,cluster,18,24,1,"[64, 32]",4,0.1,2.129304135579872,0.1538732290229953,33.13405990600586
Ejecucion-0,cluster,50,48,48,"[64, 32]",4,0.2,2.9958097658801006,0.2164908781755865,191.72683000564567
Ejecucion-0,cluster,20,48,48,"[64, 32]",4,0.2,2.9247254379003804,0.2113540004058026,76.17037606239319
Ejecucion-0,cluster,30,24,1,"[64, 32]",4,0.1,2.1103492729952844,0.1525034641956784,50.575867891311646
Ejecucion-0,cluster,25,24,1,"[64, 32]",4,0.1,2.170533621574404,0.1568526597369685,40.65666198730469
Ejecucion-0,cluster,25,24,1,"[64, 32]",4,0.1,2.067792277371056,0.1494281015808239,44.77751803398132
Ejecucion-0,cluster,25,24,1,"[64, 32]",4,0.1,2.1179875464399105,0.1530554406744942,45.730079889297485
Ejecucion-0,cluster,25,24,1,"[64, 32]",4,0.1,2.1014330283833624,0.1518591356912294,44.34892106056213
Ejecucion-0,cluster,14,24,1,"[64, 32]",4,0.1,2.068730442458496,0.1494958976692026,24.55966591835022
Ejecucion-0,cluster,35,48,48,"[64, 32]",4,0.2,3.1490925574996904,0.2275677918517731,138.09529185295105
Ejecucion-0,cluster,15,48,48,"[64, 32]",4,0.2,2.8675781966703067,0.2072242800944142,60.038585901260376
Ejecucion-0,cluster,15,48,48,"[64, 32]",4,0.2,7.01787462698333,0.5071436304886504,60.6322181224823
Ejecucion-0,cluster,15,48,48,"[64, 32]",4,0.2,3.0875679928506776,0.2231217461842764,64.19334292411804
Ejecucion-0,cluster,15,48,48,"[64, 32]",4,0.2,2.9743442259220902,0.2149396803495598,62.281986713409424
Ejecucion-0,cluster,15,48,48,"[64, 32]",4,0.2,1.6768583859312494,0.1211774354569888,60.94340395927429
Ejecucion-0,cluster,14,24,1,"[64, 32]",4,0.1,2.099632187988481,0.1517289987502987,26.89582180976868
Ejecucion-0,cluster,15,24,1,"[64, 32]",4,0.1,2.1191947862799005,0.1531426813317965,25.73719811439514
Ejecucion-0,cluster,15,24,1,"[64, 32]",4,0.1,2.0860788741585483,0.15074957447354748,26.368348121643066
execNumber,Model,epochs,window_size,steps_predict,numNeurons,batch_size,dropout,RMSE,CVRMSE,exec_time,time_encoding
Ejecucion-5,cluster,20,24,1,"[64, 32]",16,0.1999999999999999,2.2105120056681087,0.1614515634245336,50.480512857437134,
Ejecucion-5,cluster,20,24,1,"[128, 64]",8,0.1,2.1105678940527475,0.1541518369204474,97.49636387825012,
Ejecucion-1,cluster,20,24,1,"[64, 32]",4,0.1,2.065097743756033,0.1508307842250859,150.773344039917,
Ejecucion-0,cluster,20,24,1,"[64, 32]",4,0.1,2.09712418586896,0.1531699342214663,153.7577509880066,
Ejecucion-0,cluster,50,24,1,"[64, 32]",4,0.1,2.530068118620352,0.1847913299156064,378.79082107543945,
Ejecucion-0,cluster,22,24,1,"[64, 32]",4,0.1,2.0706997089475614,0.1484116368262425,98.4234721660614,
Ejecucion-0,cluster,25,48,48,"[64, 32]",32,0.1,6.7635640505062,0.4847596236080681,46.91614007949829,
Ejecucion-0,cluster,20,24,1,"[64, 32]",32,0.2,2.227735387230051,0.2183228228128926,20.87702178955078,
Ejecucion-0,cluster,5,24,1,"[64, 32]",32,0.2,2.492676627480826,0.1820603270132147,13.026953935623167,
Ejecucion-0,cluster,20,24,1,"[64, 32]",16,0.1,2.586475662398868,0.1889112288840929,41.42204165458679,
Ejecucion-6,cluster,20,24,1,"[128, 64]",64,0.1999999999999999,2.5513438470040954,0.1863452683704726,29.39187884330749,
Ejecucion-4,cluster,20,24,1,"[64, 32]",128,0.3,2.591207654928648,0.1892568445559767,16.667845964431763,
Ejecucion-5,cluster,20,24,1,"[128, 64]",16,0.1999999999999999,2.422571222974152,0.1751007724671756,40.11453700065613,
Ejecucion-3,cluster,20,24,1,"[64, 32]",8,0.3,2.3863434541399213,0.1724822693464094,46.33552002906799,
Ejecucion-7,cluster,20,24,1,"[32, 16]",16,0.4,2.3069459135009724,0.166743502797038,23.900590181350708,
Ejecucion-76,cluster,20,24,1,"[128, 64]",128,0.6,2.500890409398326,0.180761596764856,25.9771728515625,
Ejecucion-0,cluster,50,24,1,"[128, 64]",128,0.6,2.4822704522168983,0.179415766823984,50.954550981521606,
Ejecucion-0,cluster,45,24,1,"[128, 64]",128,0.6,2.447426217050739,0.1768972639887476,44.43571710586548,
Ejecucion-52,cluster,20,24,1,"[128, 64]",128,0.6,2.273899156262625,0.164322324744609,12.538872957229614,
Ejecucion-0,cluster,50,24,1,"[128, 64]",128,0.6,2.202568193028671,0.159167623986401,29.874427318573,
Ejecucion-0,cluster,100,24,1,"[128, 64]",128,0.6,2.181089912523272,0.1576155054703077,47.10901212692261,
Ejecucion-0,cluster,60,24,1,"[128, 64]",128,0.6,2.1574157706995614,0.1559047039995866,31.604024171829224,
Ejecucion-0,cluster,60,24,1,"[128, 64]",128,0.2,2.188871627680979,0.1581778477015773,28.463771104812626,
Ejecucion-0,cluster,20,24,1,"[16, 8]",8,0.1,2.147071986284463,0.1551572149576628,26.853934049606323,
Ejecucion-75,cluster,20,24,1,"[128, 64]",8,0.4,2.076338876279844,0.1500457178007358,31.95407605171204,
Ejecucion-0,cluster,50,24,1,"[128, 64]",8,0.4,2.159520516026148,0.156056802497054,73.52386498451233,
Ejecucion-0,cluster,50,24,1,"[64, 32]",8,0.2,2.1158411466514515,0.1529003320356174,59.25311017036438,
Ejecucion-0,cluster,50,24,1,"[64, 32]",8,0.1,2.14060866245514,0.1546901456972312,61.20106911659241,
Ejecucion-0,cluster,20,24,1,"[64, 32]",8,0.1,2.093933182804035,0.1513171626413575,27.597087860107425,
Ejecucion-0,cluster,20,24,1,"[64, 32]",16,0.1,2.1665606277685887,0.1565655530829336,16.765788078308105,
Ejecucion-0,cluster,20,24,1,"[64, 32]",16,0.2,2.188369825758487,0.1581415852058382,17.748611211776733,
Ejecucion-0,cluster,20,24,1,"[64, 32]",8,0.4,2.176950488752592,0.157316371827891,27.088468074798584,
Ejecucion-0,cluster,20,24,1,"[64, 32]",8,0.1,2.120706845243028,0.1532519496092782,26.951733112335205,
Ejecucion-0,cluster,20,24,1,"[64, 32]",4,0.1,2.064415136684309,0.1491840539909792,36.40873003005981,
Ejecucion-0,cluster,18,24,1,"[32, 16]",4,0.1,2.092954048551619,0.151246405934249,30.765198945999146,
Ejecucion-0,cluster,20,24,1,"[32, 16]",4,0.1,2.1301740104489766,0.1539360901487116,33.16824412345886,
Ejecucion-0,cluster,20,24,1,"[16, 8]",4,0.1,2.164746792336996,0.1564344770613771,32.67988300323486,
Ejecucion-0,cluster,20,24,1,"[48, 24]",4,0.1,2.3178602523649343,0.1674991540643954,35.28100681304932,
Ejecucion-0,cluster,15,24,1,"[48, 24]",4,0.1,2.090363213796236,0.1510591803975047,28.02445173263549,
Ejecucion-0,cluster,20,24,1,"[24, 12]",4,0.1,2.084552408363825,0.1506392650927021,32.39749193191528,
Ejecucion-6,cluster,20,24,1,"[32, 16]",4,0.2,2.072608313232856,0.1497761302991093,33.89447379112244,
Ejecucion-0,cluster,50,24,1,"[32, 16]",4,0.2,2.1548143006380087,0.1557167099071087,83.3355917930603,
Ejecucion-0,cluster,18,24,1,"[32, 16]",4,0.2,2.0950575944499725,0.1513984177555615,31.457863807678223,
Ejecucion-0,cluster,18,24,1,"[32, 16]",4,0.2,2.156356010254543,0.1558281208760482,30.78348922729492,
Ejecucion-0,cluster,25,24,1,"[32, 16]",6,0.2,2.116664130459394,0.1529598045993746,42.20986199378967,
Ejecucion-0,cluster,20,24,1,"[32, 16]",6,0.2,2.1471786205265464,0.155164920834376,35.97468304634094,
Ejecucion-0,cluster,20,24,1,"[32, 16]",4,0.2,2.0804858152758285,0.1503453945276115,33.98968696594238,
Ejecucion-0,cluster,20,24,1,"[32, 16]",32,0.2,2.2521248952866806,0.1627488173296875,11.852407217025757,
Ejecucion-0,cluster,50,24,1,"[32, 16]",32,0.2,2.1471298298168087,0.1551613949951461,21.18627905845642,
Ejecucion-30,cluster,40,24,1,"[64, 32]",8,0.4,2.0933008189606124,0.1512714651456927,48.42118287086487,
Ejecucion-0,cluster,50,24,1,"[64, 32]",8,0.4,2.1258478292983223,0.1536234605661798,60.242202043533325,
Ejecucion-0,cluster,25,24,1,"[64, 32]",8,0.4,2.133583022767061,0.1541824409280098,34.79287004470825,
Ejecucion-4,cluster,25,48,48,"[16, 8]",8,0.2,4.188857072354054,0.3027059182709934,49.57154107093811,
Ejecucion-0,cluster,25,24,1,"[64, 32]",4,0.1,2.060584885064592,0.1489072625383875,41.44407105445862,
Ejecucion-0,cluster,25,48,48,"[16, 8]",4,0.2,3.2674396631759497,0.2361200935129786,106.25619196891785,
Ejecucion-6,cluster,25,48,48,"[64, 32]",4,0.2,2.888171965695015,0.2087124797764773,95.66768383979796,
Ejecucion-0,cluster,25,48,48,"[64, 32]",4,0.2,2.907637075862738,0.2101191174214938,94.82033801078796,
Ejecucion-0,cluster,18,24,1,"[64, 32]",4,0.1,2.129304135579872,0.1538732290229953,33.13405990600586,
Ejecucion-0,cluster,50,48,48,"[64, 32]",4,0.2,2.9958097658801006,0.2164908781755865,191.72683000564567,
Ejecucion-0,cluster,20,48,48,"[64, 32]",4,0.2,2.9247254379003804,0.2113540004058026,76.17037606239319,
Ejecucion-0,cluster,30,24,1,"[64, 32]",4,0.1,2.1103492729952844,0.1525034641956784,50.575867891311646,
Ejecucion-0,cluster,25,24,1,"[64, 32]",4,0.1,2.170533621574404,0.1568526597369685,40.65666198730469,
Ejecucion-0,cluster,25,24,1,"[64, 32]",4,0.1,2.067792277371056,0.1494281015808239,44.77751803398132,
Ejecucion-0,cluster,25,24,1,"[64, 32]",4,0.1,2.1179875464399105,0.1530554406744942,45.730079889297485,
Ejecucion-0,cluster,25,24,1,"[64, 32]",4,0.1,2.1014330283833624,0.1518591356912294,44.34892106056213,
Ejecucion-0,cluster,14,24,1,"[64, 32]",4,0.1,2.068730442458496,0.1494958976692026,24.55966591835022,
Ejecucion-0,cluster,35,48,48,"[64, 32]",4,0.2,3.1490925574996904,0.2275677918517731,138.09529185295105,
Ejecucion-0,cluster,15,48,48,"[64, 32]",4,0.2,2.8675781966703067,0.2072242800944142,60.038585901260376,
Ejecucion-0,cluster,15,48,48,"[64, 32]",4,0.2,7.01787462698333,0.5071436304886504,60.6322181224823,
Ejecucion-0,cluster,15,48,48,"[64, 32]",4,0.2,3.0875679928506776,0.2231217461842764,64.19334292411804,
Ejecucion-0,cluster,15,48,48,"[64, 32]",4,0.2,2.9743442259220902,0.2149396803495598,62.281986713409424,
Ejecucion-0,cluster,15,48,48,"[64, 32]",4,0.2,1.6768583859312494,0.1211774354569888,60.94340395927429,
Ejecucion-0,cluster,14,24,1,"[64, 32]",4,0.1,2.099632187988481,0.1517289987502987,26.89582180976868,
Ejecucion-0,cluster,15,24,1,"[64, 32]",4,0.1,2.1191947862799005,0.1531426813317965,25.73719811439514,
Ejecucion-0,cluster,15,24,1,"[64, 32]",4,0.1,2.0860788741585483,0.1507495744735474,26.368348121643063,
Ejecucion-0,cluster,15,24,1,"[64, 32]",4,0.1,2.561642183231261,0.1851159483273938,26.19580602645874,string-indexer
Ejecucion-0,cluster,15,168,168,"[64, 32]",4,0.2,5.5062766340996,0.3979086648192882,129.3651101589203,string-indexer
Ejecucion-3,cluster,20,168,168,"[128, 64]",8,0.2,4.209330852798685,0.3041854470309679,119.361909866333,one-hot
Ejecucion-3,cluster,20,168,168,"[128, 64]",4,0.1,2.9584693081572,0.2137924863831643,218.39659714698792,one-hot
Ejecucion-0,cluster,18,168,168,"[128, 64]",4,0.1,2.957406484696133,0.2137156819121153,196.56546688079837,one-hot
Ejecucion-0,cluster,15,24,1,"[64, 32]",4,0.1,2.1018857155872124,0.15189184893337734,27.294939756393433,one-hot
LSTM/RESULTS/clusterAP.csv 0 → 100644
+ 13
− 0
View file @ 6ce7af97
execNumber,time_encoding,Model,epochs,window_size,steps_predict,numNeurons,batch_size,dropout,RMSE,CVRMSE,exec_time
Ejecucion-2,one-hot,clusterAP,20,24,1,"[64, 32]",64,0.4,2.5756080261733536,0.1861251838394183,40.840893268585205
Ejecucion-5,one-hot,clusterAP,20,24,1,"[128, 64]",8,0.1,2.852382871550335,0.2061261965922998,211.3360016345977
Ejecucion-0,one-hot,clusterAP,50,24,1,"[64, 32]",64,0.4,2.6705737170645345,0.1929878378209014,86.22438716888428
Ejecucion-0,one-hot,clusterAP,35,24,1,"[64, 32]",64,0.4,2.588602137817733,0.1870641976156074,63.35020995140076
Ejecucion-0,one-hot,clusterAP,30,24,1,"[64, 32]",64,0.4,2.621512884920075,0.1894424783137837,63.90418100357056
Ejecucion-47,one-hot,clusterAP,20,24,1,"[128, 64]",32,0.5,2.580260852537888,0.1864614182949998,76.02867603302002
Ejecucion-7,one-hot,clusterAP,20,168,168,"[128, 64]",8,0.1,4.272480408418921,0.3087489219579571,1103.3871750831604
Ejecucion-17,one-hot,clusterAP,20,48,48,"[32, 16]",8,0.1,3.538342230783369,0.2556967486895873,275.6323173046112
Ejecucion-0,one-hot,clusterAP,50,48,48,"[32, 16]",8,0.1,3.3551715683615333,0.2424600011446184,907.8494668006896
Ejecucion-0,one-hot,clusterAP,50,48,48,"[32, 16]",8,0.1,3.620271274001809,0.2616173150474565,733.6604001522064
Ejecucion-0,one-hot,clusterAP,50,48,48,"[32, 16]",8,0.1,5.208422051014676,0.3763843340706918,715.1261088848114
Ejecucion-0,one-hot,clusterAP,50,48,48,"[32, 16]",8,0.1,1.9651301246220845,0.14200926616038068,757.0887188911438
LSTM/RESULTS/clusterCE.csv 0 → 100644
+ 14
− 0
View file @ 6ce7af97
execNumber,time_encoding,Model,epochs,window_size,steps_predict,numNeurons,batch_size,dropout,RMSE,CVRMSE,exec_time
Ejecucion-71,one-hot,clusterCE,20,24,1,"[128, 64]",64,0.2,2.543210283164832,0.1837839751569767,74.29775404930115
Ejecucion-0,one-hot,clusterCE,50,24,1,"[128, 64]",64,0.2,2.805471803279175,0.2027361888281737,202.8061230182648
Ejecucion-0,one-hot,clusterCE,30,24,1,"[128, 64]",64,0.2,2.62222464922241,0.1894939136487711,102.30986309051514
Ejecucion-0,one-hot,clusterCE,25,48,48,"[64, 32]",4,0.1,3.409510018494151,0.2463867453998415,797.6589732170105
Ejecucion-0,one-hot,clusterCE,17,48,48,"[64, 32]",4,0.1,2.932584696128582,0.2119219462530358,549.8763182163239
Ejecucion-0,one-hot,clusterCE,17,48,48,"[64, 32]",4,0.1,1.86150741978358,0.1345210168646758,551.2674508094788
Ejecucion-0,one-hot,clusterCE,17,48,48,"[64, 32]",4,0.1,4.41285839410194,0.3188932754957421,542.552387714386
Ejecucion-0,one-hot,clusterCE,17,48,48,"[64, 32]",4,0.1,3.025943590074278,0.2186684857583129,543.2296659946442
Ejecucion-0,one-hot,clusterCE,20,168,168,"[64, 32]",4,0.1,3.990206307444165,0.2786684857583129,1970.29128408432
Ejecucion-0,one-hot,clusterCE,30,168,168,"[64, 32]",4,0.1,3.897862518680976,0.2816773245376759,2818.301794052124
Ejecucion-0,one-hot,clusterCE,50,168,168,"[64, 32]",4,0.1,4.451555453310444,0.3216897014992472,4879.220148086548
Ejecucion-0,one-hot,clusterCE,30,168,168,"[64, 32]",4,0.1,4.455736470417189,0.3219918408658436,2965.0926880836487
Ejecucion-0,one-hot,clusterCE,30,168,168,"[64, 32]",4,0.1,3.9964057889119355,0.28879851072031304,2963.546341896057
LSTM/RESULTS/general.csv
+ 37
− 27
View file @ 6ce7af97
execNumber,Model,epochs,window_size,steps_predict,numNeurons,batch_size,dropout,RMSE,CVRMSE,Exec.Time
Ejecucion-8,general,20,24,1,"[64, 32]",16,0.4,2.144536898014881,0.1566328679139901,170.49887490272522
Ejecucion-5,general,20,24,1,"[128, 64]",8,0.3,2.0553669833731263,0.1473127064068887,414.5022251605988
Ejecucion-10,general,20,24,1,"[128, 64]",128,0.6,2.395763271261947,0.1731287815412886,119.76932191848756
Ejecucion-0,general,50,24,1,"[128, 64]",128,0.6,2.339998340815712,0.1690989533121389,269.62335324287415
Ejecucion-0,general,100,24,1,"[128, 64]",128,0.6,2.3512831341694023,0.169914443952097,513.0856559276581
Ejecucion-42,general,20,24,1,"[64, 32]",32,0.4,2.328782354564667,0.168288434987261,98.53986620903017
Ejecucion-0,general,100,24,1,"[64, 32]",32,0.4,2.633502234994745,0.1903088834360252,450.8506741523743
Ejecucion-0,general,50,24,1,"[64, 32]",32,0.4,2.33440010357674,0.1686943991545607,235.9807181358337
Ejecucion-0,general,40,24,1,"[64, 32]",32,0.4,2.3438441012246805,0.1693768655005805,199.64349579811096
Ejecucion-0,general,20,48,48,"[16, 8]",8,0.2,4.004441626846364,0.1525034641956784,50.575867891311646
Ejecucion-0,general,20,48,48,"[64, 32]",32,0.2,5.532356601055993,0.3997933221875511,181.23218822479248
Ejecucion-0,general,25,48,48,"[128, 64]",32,0.2,5.537651222562357,0.4001759356874385,346.3698658943176
Ejecucion-0,general,25,48,48,"[128, 64]",128,0.2,6.112118271164697,0.4416895448796168,246.65689992904663
Ejecucion-0,general,25,48,48,"[256, 128]",128,0.4,6.109773037597428,0.4415200676049622,541.9422147274017
Ejecucion-0,general,25,48,48,"[32, 16]",8,0.2,4.051123784963986,0.2927526826948598,711.3590168952942
Ejecucion-0,general,20,48,48,"[16, 8]",4,0.1,4.936648979595789,0.3567447723181229,1132.99822473526
Ejecucion-0,general,20,48,48,"[32, 16]",4,0.1,3.3163921067876383,0.2396576203703364,1118.939833164215
Ejecucion-0,general,35,24,1,"[64, 32]",32,0.4,2.3533155662880625,0.1700613167673246,171.52858591079712
Ejecucion-0,general,35,24,1,"[64, 32]",32,0.4,2.446134138744241,0.1767688101772538,172.48097372055054
Ejecucion-0,general,35,24,1,"[64, 32]",32,0.4,2.3660409088972574,0.1709809080671215,173.61004281044006
Ejecucion-0,general,35,24,1,"[128, 64]",8,0.3,2.610290035141098,0.1886314639990715,525.3216798305511
Ejecucion-0,general,20,24,1,"[64, 32]",32,0.4,2.373345940310068,0.171508802956734,110.85561990737916
Ejecucion-0,general,35,48,48,"[32, 16]",4,0.2,3.4640733987953136,0.2503297441349955,1965.4311349391933
Ejecucion-0,general,18,48,48,"[32, 16]",4,0.2,3.2772104915427183,0.2368261781374819,1016.8095109462738
Ejecucion-0,general,18,48,48,"[32, 16]",4,0.2,4.266973080726522,0.308350937338871,985.4364371299744
Ejecucion-0,general,18,48,48,"[32, 16]",4,0.2,3.4836499072655402,0.251744431929461,976.9890990257263
execNumber,Model,epochs,window_size,steps_predict,numNeurons,batch_size,dropout,RMSE,CVRMSE,exec_time,time_encoding
Ejecucion-8,general,20,24,1,"[64, 32]",16,0.4,2.144536898014881,0.1566328679139901,170.49887490272522,
Ejecucion-5,general,20,24,1,"[128, 64]",8,0.3,2.0553669833731263,0.1473127064068887,414.5022251605988,
Ejecucion-10,general,20,24,1,"[128, 64]",128,0.6,2.395763271261947,0.1731287815412886,119.76932191848756,
Ejecucion-0,general,50,24,1,"[128, 64]",128,0.6,2.339998340815712,0.1690989533121389,269.62335324287415,
Ejecucion-0,general,100,24,1,"[128, 64]",128,0.6,2.3512831341694023,0.169914443952097,513.0856559276581,
Ejecucion-42,general,20,24,1,"[64, 32]",32,0.4,2.328782354564667,0.168288434987261,98.53986620903017,
Ejecucion-0,general,100,24,1,"[64, 32]",32,0.4,2.633502234994745,0.1903088834360252,450.8506741523743,
Ejecucion-0,general,50,24,1,"[64, 32]",32,0.4,2.33440010357674,0.1686943991545607,235.9807181358337,
Ejecucion-0,general,40,24,1,"[64, 32]",32,0.4,2.3438441012246805,0.1693768655005805,199.64349579811096,
Ejecucion-0,general,20,48,48,"[16, 8]",8,0.2,4.004441626846364,0.1525034641956784,50.575867891311646,
Ejecucion-0,general,20,48,48,"[64, 32]",32,0.2,5.532356601055993,0.3997933221875511,181.23218822479248,
Ejecucion-0,general,25,48,48,"[128, 64]",32,0.2,5.537651222562357,0.4001759356874385,346.3698658943176,
Ejecucion-0,general,25,48,48,"[128, 64]",128,0.2,6.112118271164697,0.4416895448796168,246.65689992904663,
Ejecucion-0,general,25,48,48,"[256, 128]",128,0.4,6.109773037597428,0.4415200676049622,541.9422147274017,
Ejecucion-0,general,25,48,48,"[32, 16]",8,0.2,4.051123784963986,0.2927526826948598,711.3590168952942,
Ejecucion-0,general,20,48,48,"[16, 8]",4,0.1,4.936648979595789,0.3567447723181229,1132.99822473526,
Ejecucion-0,general,20,48,48,"[32, 16]",4,0.1,3.3163921067876383,0.2396576203703364,1118.939833164215,
Ejecucion-0,general,35,24,1,"[64, 32]",32,0.4,2.3533155662880625,0.1700613167673246,171.52858591079712,
Ejecucion-0,general,35,24,1,"[64, 32]",32,0.4,2.446134138744241,0.1767688101772538,172.48097372055054,
Ejecucion-0,general,35,24,1,"[64, 32]",32,0.4,2.3660409088972574,0.1709809080671215,173.61004281044006,
Ejecucion-0,general,35,24,1,"[128, 64]",8,0.3,2.610290035141098,0.1886314639990715,525.3216798305511,
Ejecucion-0,general,20,24,1,"[64, 32]",32,0.4,2.373345940310068,0.171508802956734,110.85561990737916,
Ejecucion-0,general,35,48,48,"[32, 16]",4,0.2,3.4640733987953136,0.2503297441349955,1965.4311349391933,
Ejecucion-0,general,18,48,48,"[32, 16]",4,0.2,3.2772104915427183,0.2368261781374819,1016.8095109462738,
Ejecucion-0,general,18,48,48,"[32, 16]",4,0.2,4.266973080726522,0.308350937338871,985.4364371299744,
Ejecucion-0,general,18,48,48,"[32, 16]",4,0.2,3.48364990726554,0.251744431929461,976.9890990257264,
Ejecucion-11,cluster-ap,20,24,1,"[64, 32]",32,0.4,2.5860411636965352,0.1868791299444897,56.16973686218262,one-hot
Ejecucion-0,general,30,48,48,"[64, 32]",64,0.4,5.544248286712968,0.4006526696335029,159.8915810585022,one-hot
Ejecucion-51,general,20,24,1,"[128, 64]",64,0.2,2.334606738448857,0.1687093315329232,105.47211194038393,one-hot
Ejecucion-51,general,20,168,168,"[128, 64]",8,0.2,4.528286976978043,0.1687093315329232,1895.4342060089111,one-hot
Ejecucion-0,general,18,168,168,"[128, 64]",8,0.2,4.579356133484756,0.3309251615733438,2155.6139919757843,one-hot
Ejecucion-0,general,18,168,168,"[128, 64]",32,0.2,6.1716634946939,0.4459925543296216,815.1930232048035,one-hot
Ejecucion-0,general,18,168,168,"[128, 64]",64,0.1,7.043803210641067,0.5090173482092626,635.6964337825775,one-hot
Ejecucion-0,general,18,168,168,"[128, 64]",4,0.1,4.022135846664884,0.2906578820535285,3877.294547319412,one-hot
Ejecucion-0,general,18,168,168,"[32, 16]",4,0.1,4.426581753154028,0.3198849880158568,2746.095281124115,one-hot
Ejecucion-0,general,18,168,168,"[32, 16]",4,0.1,4.250262150463436,0.30714332929613414,2614.508460998535,one-hot
LSTM/lstm.ipynb
+ 326
− 210
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LSTM/model_plot.png 0 → 100644
+ 0
− 0
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LSTM/model_plot.png

43.9 KiB

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