Sentence examples for it is highly sparse from inspiring English sources
As our geodesic metric function outputs only the positive value, we then use Dijkstra algorithm (Dijkstra, 1959) to find the shortest path from the seed-location P s to every other vertex in G. Since G contains only edges of adjacent voxel-vertices, it is highly sparse.
To construct our App-DDoS defense model, we first projected the proposed attribute matrix into a subspace spanned by the initial principal components,, because it was highly sparse matrix.
Learning this feature mapping is based on two assumptions: (1) the feature mapping G is highly sparse and (2) the transformation is class-invariant meaning all classes share the same mapping.
The corresponding T-1 would be highly sparse, as it is for A. This also means that if numerous parents are selected, then this algorithm is expected to run very fast.
In fact, it is common that the distance distributions of the bacteria genomes are highly sparse for distances above 50.
These classification results lend support to the simple idea on which TNB was anchored i.e., in order to avoid ending up with a highly biased Naïve Bayes classifier, when the value of L is large and the training pattern vectors are highly sparse (in the sense described before), penalise appropriately the contributions from absence of features to the classifier.
Now, based on the data sets utilised, we may conclude: combining feature selection with apt penalization of absence of features can improve the classification performance of the Bernoulli Naive Bayes algorithm, in particular when the value of (L_{s}) is large and the training pattern vectors are highly sparse (in the sense described in "Background").
Another computational asset of SParSE is that it is highly parallelizable.
