Computational and Mathematical Methods in Medicine Prediction of COVID-19 in BRICS Countries: An Integrated Deep Learning Model of CEEMDAN-R-ILSTM-Elman

<table class="table-group" id="tab7"><tr><td><table class="table"><tr><td class="thead-hr" colspan="5"><hr/></td></tr><tr class="thead"><td class="align_left">Component</td><td class="align_center">Hidden size <svg height="8.8423pt" id="M100" style="vertical-align:-0.2064009pt" version="1.1" viewbox="-0.0498162 -8.6359 17.3109 8.8423" width="17.3109pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink"><g transform="matrix(.013,0,0,-0.013,0,0)"><path d="M822 650H589L583 622C660 617 677 607 674 561C672 534 664 481 647 390L600 137H596L273 650H126L120 622C176 620 194 615 207 594C221 571 225 557 214 504L161 257C141 166 129 112 121 85C108 42 83 30 29 28L23 0H260L266 28C193 33 173 42 176 89C178 122 186 172 202 255L256 527H259L583 -8H612L690 390C708 481 720 535 728 558C744 603 756 619 816 622L822 650Z"></path></g><g transform="matrix(.013,0,0,-0.013,10.91,0)"><path d="M384 0V27C293 34 287 42 287 114V635C232 613 172 594 109 583V559L157 557C201 555 205 550 205 499V114C205 42 199 34 109 27V0H384Z"></path></g></svg></td><td class="align_center">Hidden size <svg height="8.8423pt" id="M101" style="vertical-align:-0.2064009pt" version="1.1" viewbox="-0.0498162 -8.6359 17.3109 8.8423" width="17.3109pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink"><g transform="matrix(.013,0,0,-0.013,0,0)"><path d="M822 650H589L583 622C660 617 677 607 674 561C672 534 664 481 647 390L600 137H596L273 650H126L120 622C176 620 194 615 207 594C221 571 225 557 214 504L161 257C141 166 129 112 121 85C108 42 83 30 29 28L23 0H260L266 28C193 33 173 42 176 89C178 122 186 172 202 255L256 527H259L583 -8H612L690 390C708 481 720 535 728 558C744 603 756 619 816 622L822 650Z"></path></g><g transform="matrix(.013,0,0,-0.013,10.91,0)"><path d="M412 140C382 77 369 73 315 73H129L270 222C362 320 402 379 402 466C402 571 322 635 234 635C177 635 130 609 99 576L42 495L64 475C90 514 133 568 201 568C274 568 318 519 318 435C318 349 255 267 193 193C144 135 87 78 32 23V0H405C417 45 427 89 440 131L412 140Z"></path></g></svg></td><td class="align_center">Batch size</td><td class="align_center">LearnRate</td></tr><tr><td class="thead-hr" colspan="5"><hr/></td></tr><tr><td class="align_left">High level</td><td class="align_center">43.5</td><td class="align_center">24.5</td><td class="align_center">38</td><td class="align_center">0.00165</td></tr><tr><td class="align_left">Medium level</td><td class="align_center">41</td><td class="align_center">28</td><td class="align_center">14.5</td><td class="align_center">0.00075</td></tr><tr><td class="align_left">Low level</td><td class="align_center">31</td><td class="align_center">29.5</td><td class="align_center">53.5</td><td class="align_center">0.0002</td></tr><tr><td class="align_left">Trend level</td><td class="align_center">18</td><td class="align_center">30</td><td class="align_center">47</td><td class="align_center">0.0005</td></tr><tr class="table-tr"><td colspan="5"><hr class="tbody-hr"/></td></tr></table></td></tr></table>

<div>Hyperparameters of each sequence model optimized by IBAS-LSTM.</div>

Computational and Mathematical Methods in Medicine

tab7

Table 7

Table 7: Computational and Mathematical Methods in Medicine Prediction of COVID-19 in BRICS Countries: An Integrated Deep Learning Model of CEEMDAN-R-ILSTM-Elman 

Table 7 | Computational and Mathematical Methods in Medicine Prediction of COVID-19 in BRICS Countries: An Integrated Deep Learning Model of CEEMDAN-R-ILSTM-Elman 