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The deterministic model with sufficient distribution line capacities; The deterministic model with insufficient distribution line capacities; The robust model with insufficient distribution line capacities.
If we train a CNN model with insufficient training samples, it would lead to overfitting.
The following three scenarios are considered: 1) The deterministic model with sufficient distribution line capacities; 2) The deterministic model with insufficient distribution line capacities; 3) The robust model with insufficient distribution line capacities. .
In addition, the finding of a surprisingly low dietary K intake points to the decline of the traditional Mediterranean dietary model with insufficient fruit and vegetable intake, which is coupled with excess consumption of processed and salty foods, especially among the lower socioeconomic groups.
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Therefore, statistical shape models in practice frequently suffer from the high-dimension-low-sample-size (HDLSS) problem resulting in models with insufficient expressiveness.
Although this example is certainly extreme (N/ k = 1.43), it illustrates that model simplification on complex models with insufficient sample size is highly misleading.
This is an immature sign of its underlying model is under-trained with insufficient training samples.
Although machine learning algorithms can help derive useful information, the smallest training sample size required to establish robust models is important to know, as with insufficient data size the models produced may be unreliable.
The weakness of NNDFR in auto-tuning the design of fuzzy membership functions along with this model's insufficient attention to the optimization of number of clusters has created an area for further research.
There are limited observational data to start with, insufficient testing of climate model simulations of extremes, and (so far) limited assessment of model projections.
With insufficient predictors, prediction models in this study can only have fair performance.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com