Murojaat hajmi prognozi
Vaqt qatorlari tahlili va mashinali o'qitish modellari
⚙ Prognoz parametrlari
📈 Prognoz grafigi
ARIMA(2,1,2)
📊 Model ko'rsatkichlari
✅ Model sifati
Tanlangan model MAPE 10% dan past bo'lib, ishonchli prognoz beradi.
🏆 Modellar qiyoslash
| Model | Accuracy | Precision | Recall | F1 | RMSE | MAE | MAPE | Vaqt |
|---|
${[
['ARIMA(2,1,2)', '91.7%','89.3%','88.4%','88.8%','12.4','9.7','8.3%','0.4s',true],
['SARIMA(2,1,2)[52]','92.1%','90.1%','89.8%','89.9%','11.8','8.9','7.8%','1.2s',false],
['Prophet', '92.8%','91.2%','90.5%','90.8%','11.2','8.9','7.4%','2.1s',false],
['Random Forest', '86.7%','87.9%','85.2%','86.5%','18.6','11.2','9.7%','3.4s',false],
['Gradient Boosting','88.1%','89.3%','86.4%','87.8%','16.2','10.4','8.9%','5.7s',false],
['SVM (RBF)', '83.4%','84.8%','81.2%','82.9%','21.3','13.8','11.2%','1.8s',false],
['Chiziqli regressiya','79.2%','80.1%','77.4%','78.7%','24.7','16.2','13.8%','0.1s',false],
].map(([n,ac,pr,re,f1,rm,ma,mp,t,best])=>`
| ${best?'⭐ ':''}${n} |
${ac} |
${pr} |
${re} |
${f1} |
${rm} |
${ma} |
${mp} |
${t} |
`).join('')}