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The phrase "analysis using the constrained" is not entirely clear and may require additional context to be fully correct and usable in written English.
It can be used in contexts where you are discussing a specific type of analysis that is limited or restricted by certain parameters or conditions.
Example: "The analysis using the constrained model revealed significant insights into the data trends."
Alternatives: "analysis with constraints" or "constrained analysis".
Exact(1)
Finally, we employed single linkage cluster analysis using the constrained Ward's method (df = 899) to classify the investigated sites depending on physico-chemical properties of water, TE loadings and total enzymatic activity in aquatic sediments.
Similar(59)
We used the SaTScan space time analysis, using the Poisson probability model and constrained to clusters no larger than 50% of the population at risk and 50% of the study period (1975 2004), to locate potential circular and elliptical cluster areas (Kulldorff 1997).
No regions were identified where the clock hypothesis was rejected in either the analysis using topologies constrained to the species phylogeny or the analysis with that constraint relaxed.
The IRF is obtained by deconvolution analysis using a constrained least square method.
By using the constrained-mode analysis, theoretical stability boundaries are obtained and compared with experimental data from similar cylinder arrays, plotted in terms of the critical reduced flow velocity versus the mass-damping parameter.
On the other hand, it was also shown [ 17] that pursuing discriminant analysis using representations that are not constrained by predefined scales or succession orders, even when those scales are systematically screened such as in variable length Markov models [ 18- 20], leads to more accurate models of sequences.
Many of these methods, such as Flux Balance Analysis, use constrained optimization to predict relationships between metabolic flux and the genes that encode and regulate enzyme activity.
Bonds were constrained using the LINCS algorithm [ 90] and the water internal dynamics was constrained using the SETTLE routine [ 91].The system was simulated in the NPT ensemble.
The analysis used, however, is flawed.
The bond lengths were constrained using the SHAKE algorithm [50].
Bonds to hydrogen atoms were constrained using the LINCS algorithms.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com