Sentence examples for using an efficient clustering from inspiring English sources
The speed of the algorithm and the compression ratio are also increased by adjusting the size of the CEPB using an efficient clustering algorithm.
The algorithm also optimises the learning process by using an efficient, fast data clustering algorithm to reduce the training pattern search space.
To improve the computational time of the proposed HPSO, particles positions are initialized by using an efficient unsupervised fuzzy clustering algorithm (UFCA).
We propose to retrieve candidate clusters using an efficient hashing technique over a novel RNA structure representation.
The resulting combined network can then be queried for connected components (clusters) using an efficient implementation of the union-find algorithm (Tarjan, 1975).
First, we used an efficient MCL algorithm to cluster all PDZ domains from different organisms and thereafter built prediction models for each PDZ family found by our clustering.
The initial guide tree is determined by an efficient clustering method such as neighbor-joining or UPGMA, and may use distances based on the number of identical two letter sub-sequences (as in FASTA rather than a dynamic programming alignment).
We use an efficient simulated annealing approach for acoustic optimization that uses impulse response caching and sound source clustering to improve the convergence time.
Using an intra-cluster correlation co-efficient (ICC) of 0.02 showed marginal results favouring the interventions and substantial heterogeneity (average odds ratio (OR) 1.11, 95% confidence interval (CI) 1.01 to 1.22; studies = 10; 45,022 women; Heterogeneity: Tau² = 0.01; (P = 0.03); I² = 52%; GRADE assessment = high quality evidence).
(d) Clustering using an Iterative Clustering and Guide-gene Selection algorithm.
The type of features considered are those developed for a recently proposed graph kernel called Neighborhood Subgraph Pairwise Distance Kernel (NSPDK) (Costa and Grave, 2010) and used for the efficient clustering of ncRNA molecular graphs in Heyne et al. (2012).
