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The min-hash function derived from f i is defined as h i (x)=argmin x j ∈ x f i (x j ), the min-hash returns the first feature indicator under a random permutation of the features order.
In silico RE digestion of rrs of 15 Clostridium species enabled us to identify unique features (order of occurrence and length, nts) of this gene which can be used as bio-markers (Table 5).
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We report the top five features, ordered by average rank, which have biserial correlation coefficient values >0.9 in Table 3.
By running the mRMR software, we obtained two ranked feature lists (see Supporting Information Text S2): (1) the MaxRel feature list that contained all the 646 features ordered by their relevance to the class of samples, (2) the mRMR feature list that contained all the 646 features ordered by the maximum relevance and minimum redundancy criteria.
The conformation of the MRCKβ kinase domain in complex with ADP resembled the previously reported complexes with fasudil or TPCA-1 [ 11], with the activation loop open and all important active site features ordered.
At the same time, the feature order in fusion has a certain influence on the performance.
Finally, the influence of the feature order in fusion is discussed in experiment 5.
In order to discuss the influence of the feature order in fusion, we reversely take SURF as the basic feature and Gabor as the minor feature.
The SVM classifier is run for each category pairs in the databases and consequently an assumption is carried out for the best feature order.
For verifying our working hypothesis about minimal influence of the feature order in the input data vector, the set P3 was used with the reversed order of features giving thus the set called P7.
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CEO of Professional Science Editing for Scientists @ prosciediting.com