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However, when a large number of samples and parameters are monitored, it becomes difficult to evaluate and present the water quality as a single unit (Chapman 1992; Pesce and Wunderlin 2000).
PLS is a method for linearly relating a data matrix X (M × N ) to a vector y (M × 1) where M and N represent the number of samples and parameters, respectively.
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Subject description, array sampling and parameters were previously described [10].
We include parameters for the number of genes expressed uniquely to each sample, and parameters for the proportion, magnitude and direction of differentially expressed genes between samples.
The concentration of a candidate ligand in its mixture sample, and parameters of linear response of ligands of interest can be approximated as described just above.
The data of two independent analyses for each sample and parameter were averaged and presented as adjusted transcripts/μl cDNA.
In summary, we believe that the method presented in this article opens the door to even more efficient and reliable state sampling and parameter estimation methods based on the particle filter algorithm operating on continuous-time stochastic state space systems.
Concentrations of various physico-chemical parameters including some toxic metals (in collected groundwater, soil, and surface water samples) and microbiological parameters (in surface water samples) were determined.
The ML-based algorithm needs to collect a large number of samples and training parameters.
Table 1 The average length-width ratios of the samples and corresponding parameters Sample ID 1# 2# 3# Discharge current (A) 0.15 0.20 0.25 Length-width ratio 1.19 1.19 2.29.
XRD studies were carried out for all the samples, and crystallographic parameters (a, c, V) were calculated via Rietveld method.
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