Table 4 Comparative Analysis of all the models in terms of R2 score.

From: Optimization for next generation laptops enhancing performance and compactness

S. no.

\(AD\)

LR

SVM

DT

CB

XGR

1

h1

0.0927

0.6061

0.8704

0.9294

0.9214

2

h2

0.1034

0.8077

0.9323

0.9738

0.9568

3

h3

0.0055

0.6211

0.7954

0.9142

0.8905

4

h4

0.016

0.4822

0.6263

0.7769

0.7213

5

h6

0.0049

0.2912

0.3458

0.6312

0.5156

6

h8

0.0292

0.3782

0.8194

0.9211

0.8718

7

s1

0.0636

0.3572

0.7687

0.8879

0.8851

8

s2

0.0892

0.7822

0.981

0.9927

0.9817

9

s3

0.0893

0.8211

0.9734

0.992

0.9853

10

w1

0.0016

0.2515

0.4158

0.7037

0.5944

11

w2

− 0.0036

− 0.0003

− 0.0998

− 0.0622

− 0.1156

12

w3

− 0.0036

− 0.0003

− 1.0679

− 0.5749

− 0.1693

13

x

0.2979

0.814

0.9902

0.9969

0.9898