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The relationship between the response factor and input variables was further elucidated using response surface plots.
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Operation temperature, loading of jarosite and reaction time exhibited synergistic effects on the reduction of Cr VI), and the effect of interaction between independent factors on the response factor can't be ignored.
Error percentages which give an estimate of the accordance between predicted and real values for the response factors were 1.61% and 2.65% for particle size and zeta potential, respectively, which are excellent.
The statistical analyses showed that second order polynomial models can successfully describe the relationship between the response and factors and the maximum Tensile Strength Ratio (TSR) is achieved at 5.73% bitumen content, 1.84% lime content and 65.30% of the materials passing sieve size 4.75 mm.
The relative response factor (RRF) between N-phenylcarbazole and related compounds was assumed to be 1.
Its demonstration of how SWI/SNF ATPase activity may act as a "gatekeeper" to auxin responses by direct interaction between auxin response factor MP and nucleosome remodeling factors BRM and SYD provides an important mechanistic insight into auxin activity.
The oil percolation threshold could be predicted more precisely using one-factor design than historical data design while one-factor design can capture the relationship between the response and design factor with fewer experimental data.
The BBD which is an effective response surface methodology was applied to fit quadratic models to describe the relationships between the responses and factors.
The test for curvature investigates whether the model between the response and the factors is linear and thus if the optima are likewise outside or inside the experimental domain chosen.
The GBM procedure begins with assigning a differentiable loss function, which represents the variance between observed and predicted response factor y and starts with an initial model F, which can be averaging of y.
Often, we may reasonably assume that the relationship between the response and the affecting factor (or a linear combination of factors) is monotone convex (concave).
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