Sentence examples for minimization outperforms the from inspiring English sources

This shows that the weighted ℓ2,1 minimization outperforms the regular ℓ2,1 minimization in the sense that a few snapshots are employed to obtain exact sparse recovery.

Based on the formal analysis, the structural risk minimization outperforms the empirical risk minimization for predicting the periodic and the growing workload patterns, but the empirical risk minimization is a better fit for forecasting the unpredictable workload pattern.

We show that this domain decomposition method outperforms the density matrix minimization (DMM) method for poor initial guesses.

Moreover, under the total probability of error minimization criterion, the proposed selective soft combining scheme significantly outperforms the non-selective soft combining scheme over the range of SNR values used in Figure 11.

The results reveal that by achieving a good tradeoff between delay minimization, reliability maximization, and path set selection, our model outperforms the other models in terms of energy consumption and quality of paths used to route the information.

Both simulations and experiments on real data demonstrate that the proposed algorithm outperforms the ℓ1-SVD algorithm, which exploits straightforwardly ℓ2,1 minimization, for both deterministic basis matrix and random basis matrix.

For the simulated multimode wastewater treatment process, the proposed NKGMM approach outperforms the ICA and GMM methods in early detection of process faults, minimization of false alarms, and isolation of faulty variables of nonlinear and non-Gaussian multimode processes.

The experiments on synthetic and real hyperspectral data suggest that the proposed algorithm outperforms the classical sparsity-based detection algorithms, such as Simultaneous Orthogonal Matching Pursuit (SOMP) and Simultaneous Subspace Pursuit (SSP) and conventional ℓ1 minimization.

Also, for estimation of range-angle-Doppler parameters, the 2D SLIM outperforms the matched filter (MF), smoothed L0-norm (SL0), iterative adaptive approach (IAA), and spectral projected gradient for l 1-norm minimization (SPGL1) algorithms.

IWF outperforms the OCF scheme.

Phoenix outperforms the other VCSs.