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The prime goal was to rank parameters in descending order of their contribution to the export of nitrate towards streams and lakes.
VIMs was performed on various types of analyses which indicated that volatile matter, carbon, moisture (coal rank parameters) and organic sulfur are the most effective coal properties for the prediction of FSI.
We find that the optimal rank parameters k1 and k2 are 58 and 56, respectively (see Supplementary Fig. S3).
We perform multiple runs with the same rank parameters and different initial random initializations and construct a set of 20 different connectivity matrices: { C (1 ), …, C (20 ) }.
In this article, four sensitivity metrics are used to rank parameters based on the PSA results: (9) where the indices i and j again denote the i-th state and j-th parameter, and Sinf, SFIM, Sint and are the sensitivity metrics based on infinite norm [ 44], Fisher information matrix [ 43], time integral [ 34] and sensitivity magnitude at a particular time, respectively.
Considering our outcome was longitudinal and traditional area under the ROC curve analyses do not taken into account the varied follow-up time, we utilised the C index (Harrell et al, 1982 , 1996 which is a member of the 'Kendall family' of rank parameters and is constantly used to estimate the concordance probability with censored data.
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However, its drawback is that the selections of filter mask and rank parameter heavily rely on practical experience and intuition.
Define j as an index belonging to the mask M and r as the normalized rank parameter of the filter (0 ≤ r ≤1).
Note that the update processes of filter mask M and rank parameter r are varying according to each sample i rather than remaining the same for each sample.
It adaptively adjusts filter mask and rank parameter for each sample of signal rather than adopting uniform ones for all the samples.
The range of R0 values between 0.79 and 1.132 indicates medium-volatile bituminous coal as per rank parameter discussed elsewhere (Diessel 1992).
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