8.5 KiB
8.5 KiB
| 1 | Model | Warm-up Steps | Prediction Steps | Final Loss |
|---|---|---|---|---|
| 2 | LSTM | 300 | 50 | 9.862369941587144 |
| 3 | LSTM | 300 | 150 | 9.971682480476955 |
| 4 | LSTM | 300 | 250 | 10.29279103258902 |
| 5 | LSTM | 300 | 350 | 12.395452572706532 |
| 6 | LSTM | 300 | 450 | 15.293026637206687 |
| 7 | LSTM | 300 | 550 | 17.092201953674568 |
| 8 | LSTM | 300 | 650 | 18.27297738416398 |
| 9 | LSTM | 300 | 750 | 19.010794245301092 |
| 10 | LSTM | 300 | 850 | 19.897037681469573 |
| 11 | LSTM | 300 | 950 | 20.623012617230415 |
| 12 | LSTM | 300 | 1050 | 21.28835177484979 |
| 13 | LSTM | 300 | 1150 | 21.929412549956048 |
| 14 | LSTM | 300 | 1250 | 22.561502300202847 |
| 15 | LSTM | 300 | 1350 | 23.15739925078889 |
| 16 | LSTM | 300 | 1450 | 23.704879142819568 |
| 17 | LSTM | 300 | 1550 | 24.20327407850864 |
| 18 | LSTM | 300 | 1650 | 24.707538994702887 |
| 19 | LSTM | 300 | 1750 | 25.284746502308135 |
| 20 | LSTM | 400 | 50 | 9.65707555242834 |
| 21 | LSTM | 400 | 150 | 9.892279649609105 |
| 22 | LSTM | 400 | 250 | 10.248744717501896 |
| 23 | LSTM | 400 | 350 | 12.232247990536246 |
| 24 | LSTM | 400 | 450 | 14.960272295380685 |
| 25 | LSTM | 400 | 550 | 16.744475945136806 |
| 26 | LSTM | 400 | 650 | 17.98665561491346 |
| 27 | LSTM | 400 | 750 | 18.75519933511919 |
| 28 | LSTM | 400 | 850 | 19.656632389397696 |
| 29 | LSTM | 400 | 950 | 20.367879750722267 |
| 30 | LSTM | 400 | 1050 | 21.04592862091166 |
| 31 | LSTM | 400 | 1150 | 21.784925687503307 |
| 32 | LSTM | 400 | 1250 | 22.4162356880434 |
| 33 | LSTM | 400 | 1350 | 22.954811925900742 |
| 34 | LSTM | 400 | 1450 | 23.494219167118377 |
| 35 | LSTM | 400 | 1550 | 24.00001180045148 |
| 36 | LSTM | 400 | 1650 | 24.51408112588081 |
| 37 | LSTM | 400 | 1750 | 25.099019240825733 |
| 38 | LSTM | 500 | 50 | 9.255114727911163 |
| 39 | LSTM | 500 | 150 | 9.410554065210546 |
| 40 | LSTM | 500 | 250 | 9.832644554191923 |
| 41 | LSTM | 500 | 350 | 11.855155017880842 |
| 42 | LSTM | 500 | 450 | 14.520017112843059 |
| 43 | LSTM | 500 | 550 | 16.211916098549487 |
| 44 | LSTM | 500 | 650 | 17.42990435489473 |
| 45 | LSTM | 500 | 750 | 18.230336302455434 |
| 46 | LSTM | 500 | 850 | 19.147692583739122 |
| 47 | LSTM | 500 | 950 | 19.876462495865972 |
| 48 | LSTM | 500 | 1050 | 20.57458997565381 |
| 49 | LSTM | 500 | 1150 | 21.31553331318688 |
| 50 | LSTM | 500 | 1250 | 22.003429115294143 |
| 51 | LSTM | 500 | 1350 | 22.629165820301846 |
| 52 | LSTM | 500 | 1450 | 23.14494380291472 |
| 53 | LSTM | 500 | 1550 | 23.623955009465522 |
| 54 | LSTM | 500 | 1650 | 24.149440955925495 |
| 55 | LSTM | 500 | 1750 | 24.750916465799857 |
| 56 | LSTM | 600 | 50 | 8.842912823516638 |
| 57 | LSTM | 600 | 150 | 9.045101637060338 |
| 58 | LSTM | 600 | 250 | 9.405317883978181 |
| 59 | LSTM | 600 | 350 | 11.404711628194027 |
| 60 | LSTM | 600 | 450 | 14.02450726064358 |
| 61 | LSTM | 600 | 550 | 15.644331654969681 |
| 62 | LSTM | 600 | 650 | 16.79889838435152 |
| 63 | LSTM | 600 | 750 | 17.57457868239664 |
| 64 | LSTM | 600 | 850 | 18.526446927299208 |
| 65 | LSTM | 600 | 950 | 19.281166856514012 |
| 66 | LSTM | 600 | 1050 | 19.9941753551681 |
| 67 | LSTM | 600 | 1150 | 20.772096468888698 |
| 68 | LSTM | 600 | 1250 | 21.530888327417223 |
| 69 | LSTM | 600 | 1350 | 22.20997430701205 |
| 70 | LSTM | 600 | 1450 | 22.83222754426459 |
| 71 | LSTM | 600 | 1550 | 23.371660289295175 |
| 72 | LSTM | 600 | 1650 | 23.89038978009782 |
| 73 | LSTM | 600 | 1750 | 24.52230284505702 |
| 74 | LSTM | 700 | 50 | 8.907356023946976 |
| 75 | LSTM | 700 | 150 | 8.87256126513982 |
| 76 | LSTM | 700 | 250 | 9.159940499752919 |
| 77 | LSTM | 700 | 350 | 11.123581313092183 |
| 78 | LSTM | 700 | 450 | 13.72904877735183 |
| 79 | LSTM | 700 | 550 | 15.310136568891084 |
| 80 | LSTM | 700 | 650 | 16.44262753159521 |
| 81 | LSTM | 700 | 750 | 17.185374920949975 |
| 82 | LSTM | 700 | 850 | 18.13137794456425 |
| 83 | LSTM | 700 | 950 | 18.9271035429011 |
| 84 | LSTM | 700 | 1050 | 19.71398233019925 |
| 85 | LSTM | 700 | 1150 | 20.550790677996392 |
| 86 | LSTM | 700 | 1250 | 21.35204956870764 |
| 87 | LSTM | 700 | 1350 | 22.068374782800674 |
| 88 | LSTM | 700 | 1450 | 22.725731627421176 |
| 89 | LSTM | 700 | 1550 | 23.318080555885395 |
| 90 | LSTM | 700 | 1650 | 23.891463927449063 |
| 91 | LSTM | 700 | 1750 | 24.501268904259863 |
| 92 | LSTM | 800 | 50 | 7.819199040096174 |
| 93 | LSTM | 800 | 150 | 8.028777545813393 |
| 94 | LSTM | 800 | 250 | 8.44639814147686 |
| 95 | LSTM | 800 | 350 | 10.481409571886537 |
| 96 | LSTM | 800 | 450 | 13.285768888890743 |
| 97 | LSTM | 800 | 550 | 15.084332185321824 |
| 98 | LSTM | 800 | 650 | 16.297351334699766 |
| 99 | LSTM | 800 | 750 | 17.0808284461419 |
| 100 | LSTM | 800 | 850 | 18.011124064868437 |
| 101 | LSTM | 800 | 950 | 18.83316843005571 |
| 102 | LSTM | 800 | 1050 | 19.673841735784045 |
| 103 | LSTM | 800 | 1150 | 20.578865400654205 |
| 104 | LSTM | 800 | 1250 | 21.426881732934334 |
| 105 | LSTM | 800 | 1350 | 22.17478320763466 |
| 106 | LSTM | 800 | 1450 | 22.85892988012192 |
| 107 | LSTM | 800 | 1550 | 23.46633131104581 |
| 108 | LSTM | 800 | 1650 | 24.0588832554665 |
| 109 | LSTM | 800 | 1750 | 24.71530851151081 |
| 110 | LSTM | 900 | 50 | 5.31567295161175 |
| 111 | LSTM | 900 | 150 | 5.93126944628881 |
| 112 | LSTM | 900 | 250 | 6.439508765004575 |
| 113 | LSTM | 900 | 350 | 8.691833518940877 |
| 114 | LSTM | 900 | 450 | 11.541131605334739 |
| 115 | LSTM | 900 | 550 | 13.43263564613509 |
| 116 | LSTM | 900 | 650 | 14.788990812970603 |
| 117 | LSTM | 900 | 750 | 15.922165255161358 |
| 118 | LSTM | 900 | 850 | 17.10452719215066 |
| 119 | LSTM | 900 | 950 | 18.072369595870693 |
| 120 | LSTM | 900 | 1050 | 19.034654744127963 |
| 121 | LSTM | 900 | 1150 | 20.061639863284345 |
| 122 | LSTM | 900 | 1250 | 21.028563351548733 |
| 123 | LSTM | 900 | 1350 | 21.859083400127737 |
| 124 | LSTM | 900 | 1450 | 22.588112238556782 |
| 125 | LSTM | 900 | 1550 | 23.231913645850852 |
| 126 | LSTM | 900 | 1650 | 23.849693954942076 |
| 127 | LSTM | 900 | 1750 | 24.53179801968818 |
| 128 | LSTM | 1000 | 50 | 12.946285433948358 |
| 129 | LSTM | 1000 | 150 | 13.000357976975911 |
| 130 | LSTM | 1000 | 250 | 12.65432847043539 |
| 131 | LSTM | 1000 | 350 | 14.052030528558696 |
| 132 | LSTM | 1000 | 450 | 16.236685500460418 |
| 133 | LSTM | 1000 | 550 | 17.609337759303287 |
| 134 | LSTM | 1000 | 650 | 18.571255319850877 |
| 135 | LSTM | 1000 | 750 | 19.37364169404386 |
| 136 | LSTM | 1000 | 850 | 20.3214724716988 |
| 137 | LSTM | 1000 | 950 | 21.11854894601918 |
| 138 | LSTM | 1000 | 1050 | 21.90718490138967 |
| 139 | LSTM | 1000 | 1150 | 22.77201860429759 |
| 140 | LSTM | 1000 | 1250 | 23.60958881042105 |
| 141 | LSTM | 1000 | 1350 | 24.343971230565234 |
| 142 | LSTM | 1000 | 1450 | 24.987430850876137 |
| 143 | LSTM | 1000 | 1550 | 25.54132500005529 |
| 144 | LSTM | 1000 | 1650 | 26.082685812356623 |
| 145 | LSTM | 1000 | 1750 | 26.698612852299465 |
| 146 | LSTM | 1100 | 50 | 27.546075770195493 |
| 147 | LSTM | 1100 | 150 | 25.562766545630517 |
| 148 | LSTM | 1100 | 250 | 23.924289144100026 |
| 149 | LSTM | 1100 | 350 | 24.709189360446118 |
| 150 | LSTM | 1100 | 450 | 26.364524430417 |
| 151 | LSTM | 1100 | 550 | 27.26226848554104 |
| 152 | LSTM | 1100 | 650 | 27.66317448527255 |
| 153 | LSTM | 1100 | 750 | 27.85544272369527 |
| 154 | LSTM | 1100 | 850 | 28.257131239835253 |
| 155 | LSTM | 1100 | 950 | 28.58557756023204 |
| 156 | LSTM | 1100 | 1050 | 28.963698213087753 |
| 157 | LSTM | 1100 | 1150 | 29.422803269421802 |
| 158 | LSTM | 1100 | 1250 | 29.876229475153252 |
| 159 | LSTM | 1100 | 1350 | 30.2480577744068 |
| 160 | LSTM | 1100 | 1450 | 30.605196503882713 |
| 161 | LSTM | 1100 | 1550 | 30.912771285848414 |
| 162 | LSTM | 1100 | 1650 | 31.237472819521074 |
| 163 | LSTM | 1100 | 1750 | 31.65895197239328 |
| 164 | LSTM | 1200 | 50 | 45.72944003977674 |
| 165 | LSTM | 1200 | 150 | 45.80984919121925 |
| 166 | LSTM | 1200 | 250 | 45.5580165538382 |
| 167 | LSTM | 1200 | 350 | 46.07810850346342 |
| 168 | LSTM | 1200 | 450 | 46.488227661619796 |
| 169 | LSTM | 1200 | 550 | 45.77246542179838 |
| 170 | LSTM | 1200 | 650 | 44.721119718348724 |
| 171 | LSTM | 1200 | 750 | 43.79531892817071 |
| 172 | LSTM | 1200 | 850 | 43.25199920573133 |
| 173 | LSTM | 1200 | 950 | 42.71093751014547 |
| 174 | LSTM | 1200 | 1050 | 42.25337032561607 |
| 175 | LSTM | 1200 | 1150 | 41.93283303240512 |
| 176 | LSTM | 1200 | 1250 | 41.69350932506805 |
| 177 | LSTM | 1200 | 1350 | 41.48287402822616 |
| 178 | LSTM | 1200 | 1450 | 41.285090071089726 |
| 179 | LSTM | 1200 | 1550 | 41.11505899023503 |
| 180 | LSTM | 1200 | 1650 | 40.99167997279066 |
| 181 | LSTM | 1200 | 1750 | 40.998795950666384 |
| 182 | LSTM | 1300 | 50 | 54.38528353102664 |
| 183 | LSTM | 1300 | 150 | 53.734168559946916 |
| 184 | LSTM | 1300 | 250 | 53.58842849731445 |
| 185 | LSTM | 1300 | 350 | 55.28923363381244 |
| 186 | LSTM | 1300 | 450 | 57.58671086899778 |
| 187 | LSTM | 1300 | 550 | 58.94283174961171 |
| 188 | LSTM | 1300 | 650 | 59.50496937366242 |
| 189 | LSTM | 1300 | 750 | 59.219228785088724 |
| 190 | LSTM | 1300 | 850 | 58.63460228290964 |
| 191 | LSTM | 1300 | 950 | 57.682741875344135 |
| 192 | LSTM | 1300 | 1050 | 56.64409150468542 |
| 193 | LSTM | 1300 | 1150 | 55.772792146560995 |
| 194 | LSTM | 1300 | 1250 | 54.99640992347231 |
| 195 | LSTM | 1300 | 1350 | 54.281181518067704 |
| 196 | LSTM | 1300 | 1450 | 53.598816486115155 |
| 197 | LSTM | 1300 | 1550 | 52.87812620528201 |
| 198 | LSTM | 1300 | 1650 | 52.251831318469755 |
| 199 | LSTM | 1300 | 1750 | 51.78712038283653 |
| 200 | LSTM | 1400 | 50 | 62.96980297819097 |
| 201 | LSTM | 1400 | 150 | 61.98086929321289 |
| 202 | LSTM | 1400 | 250 | 61.59891173180113 |
| 203 | LSTM | 1400 | 350 | 63.16472065702398 |
| 204 | LSTM | 1400 | 450 | 65.32719068324312 |
| 205 | LSTM | 1400 | 550 | 66.55231005080203 |
| 206 | LSTM | 1400 | 650 | 67.17423682517193 |
| 207 | LSTM | 1400 | 750 | 67.60911166414301 |
| 208 | LSTM | 1400 | 850 | 68.09372926265635 |
| 209 | LSTM | 1400 | 950 | 68.38521397367437 |
| 210 | LSTM | 1400 | 1050 | 68.56845985574925 |
| 211 | LSTM | 1400 | 1150 | 68.4494068470407 |
| 212 | LSTM | 1400 | 1250 | 67.99026566363395 |
| 213 | LSTM | 1400 | 1350 | 67.23213138986141 |
| 214 | LSTM | 1400 | 1450 | 66.27846070553394 |
| 215 | LSTM | 1400 | 1550 | 65.28710911121775 |
| 216 | LSTM | 1400 | 1650 | 64.32347042002577 |
| 217 | LSTM | 1400 | 1750 | 63.50571198159076 |
| 218 | LSTM | 1500 | 50 | 73.46576844884994 |
| 219 | LSTM | 1500 | 150 | 71.49019679617375 |
| 220 | LSTM | 1500 | 250 | 70.90998475095058 |
| 221 | LSTM | 1500 | 350 | 72.38094768118351 |
| 222 | LSTM | 1500 | 450 | 74.64708977557243 |
| 223 | LSTM | 1500 | 550 | 76.02133690042699 |
| 224 | LSTM | 1500 | 650 | 76.73158264160156 |
| 225 | LSTM | 1500 | 750 | 77.06667254833465 |
| 226 | LSTM | 1500 | 850 | 77.47028931151046 |
| 227 | LSTM | 1500 | 950 | 77.68504637860238 |
| 228 | LSTM | 1500 | 1050 | 77.92948426591589 |
| 229 | LSTM | 1500 | 1150 | 78.2069472049145 |
| 230 | LSTM | 1500 | 1250 | 78.412881242468 |
| 231 | LSTM | 1500 | 1350 | 78.49721015767848 |
| 232 | LSTM | 1500 | 1450 | 78.43904710323253 |
| 233 | LSTM | 1500 | 1550 | 78.12647847926362 |
| 234 | LSTM | 1500 | 1650 | 77.5705286391238 |
| 235 | LSTM | 1500 | 1750 | 76.89041409593948 |
| 236 | LSTM | 1600 | 50 | 84.35141080491086 |
| 237 | LSTM | 1600 | 150 | 82.58158062874003 |
| 238 | LSTM | 1600 | 250 | 81.83897757022939 |
| 239 | LSTM | 1600 | 350 | 82.94142840770965 |
| 240 | LSTM | 1600 | 450 | 84.89138193333403 |
| 241 | LSTM | 1600 | 550 | 86.05075576457571 |
| 242 | LSTM | 1600 | 650 | 86.71554670942591 |
| 243 | LSTM | 1600 | 750 | 86.94912330140458 |
| 244 | LSTM | 1600 | 850 | 87.17295163743039 |
| 245 | LSTM | 1600 | 950 | 87.27997483598425 |
| 246 | LSTM | 1600 | 1050 | 87.32662192811357 |
| 247 | LSTM | 1600 | 1150 | 87.43291830509267 |
| 248 | LSTM | 1600 | 1250 | 87.48248713067237 |
| 249 | LSTM | 1600 | 1350 | 87.4450540745512 |
| 250 | LSTM | 1600 | 1450 | 87.36257317725648 |
| 251 | LSTM | 1600 | 1550 | 87.23652835602456 |
| 252 | LSTM | 1600 | 1650 | 87.06239992506961 |
| 253 | LSTM | 1600 | 1750 | 86.91943164581949 |
| 254 | LSTM | 1700 | 50 | 95.18383983855551 |
| 255 | LSTM | 1700 | 150 | 93.21335333966195 |
| 256 | LSTM | 1700 | 250 | 92.36863586750437 |
| 257 | LSTM | 1700 | 350 | 93.41959235008727 |
| 258 | LSTM | 1700 | 450 | 95.52848921430872 |
| 259 | LSTM | 1700 | 550 | 96.99906085399871 |
| 260 | LSTM | 1700 | 650 | 97.844802612954 |
| 261 | LSTM | 1700 | 750 | 98.22876739501953 |
| 262 | LSTM | 1700 | 850 | 98.56046132838472 |
| 263 | LSTM | 1700 | 950 | 98.59377556658805 |
| 264 | LSTM | 1700 | 1050 | 98.62774763716028 |
| 265 | LSTM | 1700 | 1150 | 98.64187354229867 |
| 266 | LSTM | 1700 | 1250 | 98.58534135209753 |
| 267 | LSTM | 1700 | 1350 | 98.46203264277032 |
| 268 | LSTM | 1700 | 1450 | 98.2650912670379 |
| 269 | LSTM | 1700 | 1550 | 98.01571054661528 |
| 270 | LSTM | 1700 | 1650 | 97.74352215706034 |
| 271 | LSTM | 1700 | 1750 | 97.54502357320582 |