Model Zoo

Model trained on collected data to reflect the relationship between detection performance and allocated resources, client demands, etc.

Model Training Script
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Linear Regression

R-squared score: 0.2175698502351323

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Polynomial 2D

R-squared score: -0.08206760498651833

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Polynomial 3D

R-squared score: -3.8662969251573465

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Polynomial 4D

R-squared score: -28.528363175760138

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Polynomial 5D

R-squared score: -21.24660460319351

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Random Forest

R-squared score: 0.5111205895308786

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Decision Tree

R-squared score: -0.13647826013582565

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Ridge Model

R-squared score: 0.21504422624168196

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Lasso Model

R-squared score: 0.2175698494923205

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Elastic Net

R-squared score: 0.21671176861135177

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SVM Model

R-squared score: -0.21675755593104884