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An individual highlighting of the medical attributes that trigger a specific diagnosis for a current patient record is additionally obtained; this feature thus increases the confidence of the physician in the resulting automated diagnosis.

To obtain this distance, the geometric feature of RMC is further analyzed.

Most techniques for feature mapping have focused on obtaining negative feature models only.

We did not consider the contigs mapped to nt database in this manuscript because obtaining feature files for all sequences as required by the MSA pipeline was computationally impractical, and a majority of the gene symbols (24,118) are captured in the bat and primate databases.

This result was obtained using feature set H. For this application, precision is less important than recall, as false positives are less important that missed events.

In this study, we obtain a feature set that has 2000 data points of 35 dimensions.

The feature space (W^) is constructed and each column vector (v_{k}) in (V) is projected on this space to obtain a feature vector (h_{i}) begin{aligned} W^ = left( W^{*top }W^right) ^{-1}W^{*top } end{aligned} (4) begin{aligned} h_{i} = W^v_{i},quad i = 1 ldots m end{aligned} (5)In some practical situations, a person may wear sunglasses, a scarf, both or anything else.

On the test set, the best results are obtained with feature set 4. This indicates that SVMs with a quadratic kernel work best with position specific features.

Using this method, we can obtain a feature subset R which yields reasonably small amount of error on trained dataset.

Feature vectors obtained after the feature extraction are applied to input layer.

The obtained feature selection reflects characteristic, tumor-associated shifts in the analyzed metabolite patterns.