Conclusion: The time and space computation complexity of the KFDA could be effectively reduced using MDDP and KNN-C algorithms; as a result, its calculation became much faster and had less storage size.Iyad KadounHossein BizakiInternational Journal of Sensors, Wireless Communication and Control...
Time and space complexity are measures used to analyze algorithms' efficiency in terms of resources consumed. Time complexity represents the amount of time an algorithm takes to complete as a function of the input size, while space complexity represents the amount of memory space an algorithm requ...
In summary, the proposed models have better comprehensive performance than other C-LSTM based models, including detection performance, time complexity and space complexity, and are more suitable for the application of time-series anomaly detection. Table 6. Comparisons of the four models in multiple ...
This function required calculation of PAGA parameters and dpt_pseudotime with functions as follows: sc.tl.paga(), sc.pl.paga(), sc.tl.draw_graph(init_pos = ‘paga’), sc.tl.dpt()75. BCR analysis Single-cell BCR analyses were performed as described previously76. In brief, poor ...
In computation of flow problems with moving solid surfaces, moving-mesh methods such as the space–time (ST) variational multiscale method enable mesh-resolution control near the solid surfaces and thus high-resolution boundary-layer representation. There was, however, a perception that in computation...
and an"element-by-element"calculation method is also presented to compute the ML metric which facilitates an early detection of trial symbol with large ML metric.Simulations show that the presented algorithm can significantly reduce the computational complexity with nearly no performance degradation in ...
Multiply lensed images of a same source experience a relative time delay in the arrival of photons due to the path length difference and the different grav
The NGA50 length statistic is similar to the NG50 length, but uses alignment blocks instead of sequence lengths for the calculation. To assess the base qualities of the various assemblies, we report the number of mismatches or indels per 100 kbp from QUAST, spectra-cn plots, and QV from...
Since decoding complexity is proportional to the number of trellis states and branches, this tends to become excessively computationally expensive. 3.4.2 STBC Space-time block codes, as the name suggests, are block rather than trellis-based. In their best known form they avoid the complexity ...
The calculation of β diversity, which traces the individual elements that change across biological communities, can further be decomposed into its replacement and richness components19. In this context, we described the spatio-temporal effects produced by the shift of habitat suitability induced by ...