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Discovery Projects - Grant ID: DP130104587

Title
Discovery Projects - Grant ID: DP130104587
Funding
ARC | Discovery Projects
Contract (GA) number
DP130104587
Start Date
2013/01/01
End Date
2015/12/31
Open Access mandate
no
Organizations
-
More information
http://purl.org/au-research/grants/arc/DP130104587

 

  • Improving Efficiency of SVM k-fold Cross-validation by Alpha Seeding

    The k-fold cross-validation is commonly used to evaluate the effectiveness of SVMs with the selected hyper-parameters. It is known that the SVM k-fold cross-validation is expensive, since it requires training k SVMs. However, little work has explored reusing the h-th SVM for training the (h+1)-th SVM for improving the efficiency of k-fold cross-validation. In this paper, we propose three algorithms that reuse the h-th SVM for improving the efficiency of training the (h+1)-th SVM. Our key idea...
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  • Scientific Results

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    PUBLICATIONS BY ACCESS MODE

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    Publications in Repositories

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