Sentence examples for sophisticated data structure from inspiring English sources
Our algorithm needs no sophisticated data structure and is significantly easy to implement compared with the existing planarity testing algorithms.
According to measurements in [ 36], population sizes in the thousands are required to make the more sophisticated data structure pay off.
While the latter improvement reduces the running time of the algorithm for non-dense graphs, it involves the usage of a relatively sophisticated data structure (Fibonacci heap).
Because the number of possible k-mers is in the order of billions, without any sophisticated data structure and data compression algorithms, storing the k-mers alone will easily take at least tens of gigabytes of memory space, which is way beyond the capacity of any commodity computer.
We propose two approaches for the initialization and division of subproblems, the first one based on the straightforward idea of enumerating every possible combination of p edges of the network as possible locations, and the second one defining sophisticated data structures that exploit the structure of the combinatorial and continuous part of the problem.
A serious bottleneck can be the design of such algorithms, as they require sophisticated data structures and advanced hardware implementation.
Complexity of algorithms changes, and more sophisticated data structures, such as the quad-trees studied in [ 36] may come into focus.
However, algorithms using variable word lengths are typically more complex and require more sophisticated data structures than methods relying on fixed word lengths.
One may think that implementing such sophisticated data structures in the GPU is necessary to achieve greater speedups, but in fact that ends up being counter-productive.
On the other hand, more complex models, which are able to represent more involved relationships, may require sophisticated data structures and costly learning algorithms.
The advantages of the GPU version arise from the sophisticated data-structures and their suitable placement in the device memory, tailor-made methods, and last but not least the effective communication scheme.
