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These methods operate by shrinking the size of the coefficients, pushing the coefficients of markers with little or no apparent effect on a trait down toward zero, reducing the effective degrees of freedom and in many cases performing model selection.

Later we will use simulation to illustrate the distribution of the effective degrees at the sink.

Hastie et al.[4] define effective degrees of freedom and use it as the measure of model complexity.

Figure 7 (a) Distribution of the effective degrees; (b) complexity at the sink; (c) complexity at each node.

We first plot the cdf of the effective degrees of received NM symbols at the sink in Figure 7(a).

Surprisingly, a Satterthwaite approximation for effective degrees of freedom only makes the method more conservative, instead of more accurate.

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Let us define an important concept the effective degree of an NM symbol first.

The effective degree of each parameter on compressive and tensile strength was also evaluated.

The cumulative explaining variance indicates the cumulative effective degree of the common factor to the measurement table or model.

Therefore, the demodulation complexity is mainly determined by the distribution of the effective degree of received NM symbol.

These interactions may facilitate the charge transfer process between PANI and CNFs, and increase the effective degree of electron delocalization.

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