Our good-fit conjunction-task WM connectivity models (Fig. 7A C) require modulation of the extrastriate area via the frontoparietal regions.
Furthermore, we show that good fitting conjunction-task connectivity models (Fig. 7A C) require a frontoparietal network that involves both or either of the dorsal and ventral PFC regions.
Model F illustrates a very poor-fitting conjunction-task model in the absence of a frontoparietal network.
These results demonstrate that the sensitivity of using GE to train NNs to find genes with a nonlinear influence on a quantitative outcome can be improved by effectively using extrinsic domain knowledge in conjunction with local weight fitting by BP.
However when fitting this outcome model using maximum likelihood, in conjunction with either (2) or (5), all parameter estimates are obtained simultaneously.
We then develop the final classifier by applying the Lasso, SNSS, or RDA, in conjunction with one of the model fitting techniques, to the full cell line dataset using the selected parameter value.
Fitting a survival model with clinical characteristics in conjunction with SF-12 data achieved better predictive accuracy and goodness-of-fit (C-statistic: 0.956; AIC: 111.2; BIC: 179.8) than models with FACT-C (C-statistic: 0.824; AIC: 128.2; BIC: 187.3) or SF-6D scores (C-statistic: 0.799; AIC: 131.4; BIC: 179.1).
Both the Knudsen model and the Oscillator model considering dispersive fluid solid interactions, developed in this laboratory, are found to adequately interpret the data in conjunction with effective medium theory (EMT) by fitting a network coordination number instead of tortuosity.
SEC-MALS analysis in which light scattering (LS) and differential refractive index (dRI) are plotted in conjunction with fitted molecular weights (MW).
(A – D ) SEC-MALS analysis of SYCP3ΔCt6 and basic patch mutants, in which light scattering (LS) and differential refractive index (dRI) are plotted in conjunction with fitted molecular weights (MW).
(A and B ) SEC-MALS analysis of SYCP3Core and SYCP3FL, in which light scattering (LS) and differential refractive index (dRI) are plotted in conjunction with fitted molecular weights (MW).
