Sentence examples for model complexity increases from inspiring English sources

Equation 11 shows that BIC takes into account the sample size and the penalty for model complexity increases for large samples (DeMars 2012).

Equations (16)–(19) demonstrate that the first function combination uses the simplest mathematical functions and by moving from the first function combination to the last, model complexity increases.

The central question driving our study is: "How do system structural properties evolve, when model complexity increases from the low to high complexity?".

The model complexity increases in O K.k a +k v ) for MLP and O K.k a +k v )2) for GMM and in some point, this results in over-complex models for the problem (considering the amount of available training data).   5.

Regardless of which model is used, it is important that the implications of any simplifications, or errors in parameter estimation (which become more likely as model complexity increases), are analyzed so that the appropriate level of complexity for the problem at hand may be selected.

Therefore, "brute force" uniform sampling becomes quickly infeasible as model complexity increases.

The rate of improvement in the model performance decreased as model complexity increased.

Note that the time required for model development and the model complexity increase along with higher cost and lower epsilon value.

We also found a rising trend as the model complexity increased in the order of NG, LWL, MLWL, LPB, MLPB, YN, and MYN.

Trends in Fig. 2 a, b also support the idea that the three TCP/IP metrics (i.e., THRU, PLR and RTT) are highly correlated, and, therefore, using all of them would increase model complexity without increasing estimation accuracy.

The model complexity is increased stepwise by adding components to an existing 2D overland flow model.