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To seek the "best-practice" parameter estimates of the model, the new method intends to combine the merits of the estimation efficiency via statistical estimators and the computation efficiency via evolutionary algorithms, termed the EP2 method.
For planning such experiments, the variance-based optimality criteria like A-, D- and E-criterion are typically employed to choose efficient designs, if the estimation efficiency of treatment contrasts is primarily concerned.
Experimental designs for event-related functional magnetic resonance imaging can be characterized by both their detection power, a measure of the ability to detect an activation, and their estimation efficiency, a measure of the ability to estimate the shape of the hemodynamic response.
It is noted that the placebo model parameters generally should still be jointly estimated with drug effect parameters from all data to gain estimation efficiency.
Experimental designs for functional magnetic resonance imaging (fMRI) experiments can be characterized by their estimation efficiency, which is a measure of the variance in the estimate of the hemodynamic response function (HRF), and their detection power, which is a measure of the variance in the estimate of the amplitude of functional activity.
Recently, regularization methods have been employed to increase the estimation efficiency of the HRF; typically these methods produce more accurate HRF estimates than the least squares approach [Goutte, C., Nielsen, F.A., Hansen, L.K., 2000. Modeling the Haemodynamic Response in fMRI Using Smooth FIR Filters. IEEE Trans. Med. Imag. 19(1188 1201.]201188 1201.]
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We also find designs yielding higher estimation efficiencies than m-sequences.
The two main motivations for GA are that it quantifies bias in a main-effects only model and that it is a good surrogate for estimation efficiencies of models with all the main effects and some two-factor interaction components.
To improve location-estimation efficiency, it would be useful to develop an algorithm with high location accuracy and low computational complexity.
After the estimation of efficiency, we report the efficiency scores.
Estimation of efficiency, sustainability and constraints in SRI (System of Rice Intensification) vis-a-vis traditional methods of paddy cultivation in north coastal zone of Andhra Pradesh.
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