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parameter-optimisation-ucs654

Dataset Used: Accelerometer readings

Conclusion: As the dataset is very large, the SVM model is not able to fit well and so the max accuracy is 0.380.

Number of Instances: 153000
Number of Attributes: 5

Results:

Sample # Best Accuracy kernel c gamma degree
1 0.3309368191721133 rbf 0.1 0.01 1
2 0.34809368191721135 poly 3 1 2
3 0.3340958605664488 poly 0.1 0.01 2
4 0.33126361655773423 rbf 3 1 1
5 0.3397058823529412 poly 1 0.01 2
6 0.3449891067538126 poly 1 0.01 2
7 0.3803376906318083 poly 1 0.01 2
8 0.3332788671023965 poly 3 1 2
9 0.33736383442265794 rbf 3 0.1 1
10 0.33344226579520697 rbf 3 0.1 1

Convergence graph for the above result:

image

Nandini Mehta

Roll No-102067009

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