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The aim of this paper is thus to enable every node j to assign each observation to a cluster k based on an estimated feature d jn.
The closed form solution that gives the minimum L 2 norm for the estimated feature vector is given by the MoorePenrose pseudo-inverse.
In a 1-bit compressive sensing approach by linear programming, L 1 norm of the estimated feature vector is minimized according to the constraints that include the quantization step.
The estimated feature vector was computed by taking the weighted average of t number of trials where the weight was the Hamming distance between the original biohash and the estimated one.
Biohashes created from the estimated feature vectors are not exactly same with the original ones (i.e., the Hamming distance between them is greater than zero) which is reflected by the slight deviation from 100%% EER.
For this purpose, the effect of all transformations in the feature extraction process on this probability distribution needs to be considered, which will result in an estimated feature domain random variable, describing both the mean of the speech features as well as the associated degree of uncertainty.
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From these recorded signals, amplitude estimated features were extracted and explored significantly.
There is a good match between the estimated features and the actual fault features associated with the rolling element bearing with the outer race defect.
A multiparametric score, which comprises all the estimated features, was also developed and used to evaluate the similarity between the produced scaffolds.
Both estimated features are integrated using a particle filter to aggregate the multimodal information based on a beat location model and a hand's trajectory model.
For assessing to what extent the privacy of the user is at stake if his/her biohash is inverted via our proposed methods, we compare face images reconstructed using the original PCA vectors and the estimated features.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com