Sentence examples for localities of data from inspiring English sources

KM-HMR focuses on the MapReduce implementation of standard K-means, which serves as a framework for parallelization problems (e.g., clustering) that takes advantage of localities of data and which involves two major phases: a map phase and a reduce phase.

The proposed prediction scheme reflects the spatial locality of data.

Replica layout algorithm selects the optimal node for placing the replica based on the spatio-temporal locality of data access.

In contrast they are mostly workload-driven and try to optimize the locality of data that are covered in the same query.

Load-aware request distribution [9, 10] use content-based request distribution which considers the locality of data and the load on the cluster nodes.

The sparse locality of data belonging to different applications can be optimized by employing self-optimizing block reorganizing solutions like Borg [8].

In addition, vectorizing compilers can also improve performance due to spatial locality of data when SIMD instruction sets are present and varying memory-system alignment conditions are met.

Our ultimate solution that takes advantage of spatio-temporal locality of data further widens this gap - it is 3-4 ofders of magnitude more efficient than the brute-force method.

Considering the locality of data manipulation, such as queries like "return the friends of a specific user," it is more efficient to pack in-edges and out-edges of the same vertex in two lists and store them together [19, 26].

It utilizes the locality structure of data but easily suffers from noise.

In this way, weight sparse representation based classifier is capable of retaining the locality structure of data.