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The particle filter is efficiently implemented by combining the principles of the Rao-Blackwellization technique and an approximate optimal importance function for phase distortion sampling.
In one aspect, the unscented Kalman filter (UKF) is used to generate a proposal distribution as an importance function for particle filtering.
Basically, the SII is determined by calculating SNRs in nonoverlapping frequency bands, truncating these to the range −15 to +15 dB, mapping them linearly to values between 0 and the value of the "importance function" for that band, and finally summing them across bands. 2 The SII is widely used and has been extensively validated.
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Notice also that the CPF approach comes out of the utilization of another filtering technique (KF) producing a filtering probability density function used as importance function (IF) for the particle filtering.
The WSNR feature is a signal-to-noise ratio as well, but instead of performing plain averaging of the signal-to-noise ratios in different frequency bands, we now weight each band with the so-called "band importance function" [11] for speech.
It is also shown that the filtering performance could be enhanced via the optimal importance function, which, however, asks for an extra amount of broadcast.
To this end, the proposed method employs RBPFs with an importance weight function for the fusion.
Considering the fact that the optimal importance sampling function can be determined for a linear limit state function in a uncorrelated standard normal space, this paper proposes an importance sampling function for multinormal integral as a linear combination of such optimal sampling functions.
In contrast, our SNAP-based approach predicted different classes of importance to function for 23% of (non-gap-aligned) residues.
Initially limited to buildings, the newly established level of importance functioned as a waiting list for nominated Important Cultural Properties and as an extension for National Treasures.
The importance of mitochondrial function for Purkinje cell development is further highlighted by pcd (Purkinje cell degeneration) mice that carry mutations in a mitochondrial zinc carboxypeptidase called Nna1.
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