Sentence examples for less computation complexity from inspiring English sources

Compared with other approaches, the proposed model has shown superior accuracy and less computation complexity.

We achieved similar accuracy with considerably less computation complexity compared to results achieved in [4].

Sufficient conditions with less computation complexity are proposed for multi-agent systems to achieve the output formation-containment.

Also the results show that the Simpl_ABNC has much less computation complexity and also better tracking performance than the ABNC.

It is easy to implement with less computation complexity and has already verified on experimental hardware receiver [7].

The reduced-rank transformation can lower the order of the filter and thus require less computation complexity and shorter training length.

With this approach, we do not need to calculate the distances to access all N facilities to discover the shortest one (whose time complexity is Θ N)); instead, mapping the index to the value incurs much less computation overhead (whose time complexity is (Θ(1)).

Moreover, there are also a number of pragmatic reasons for quantising the measurements, e.g., it reduces the level of model complexity implying less computation and lower data requirements for model identification, provides a certain level of robustness to noise in the data, and has been shown to substantially reduce error rates in microarray-based classification [ 8, 51- 53].

This method results in a huge reduction in computational complexity since it requires much less computation than the direct construction of such matrices [53].

Therefore, the computation complexity is much less than that in the features determined in the frequency domain.  .

The proposed technique is effective because it do not require any training and the computation complexity is very less as compared to training based algorithms.