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The effective data fusion can reduce the energy consumption, while the reduced data amount is determined by the data coefficient relativity.
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The current research shows that the data coefficient relativity is affected by the distance among nodes.
First, we demonstrate that the energy consumption of the whole network is affected by the data correlation coefficient for a multimedia sensor network with a random node deployment.
On the contrary for Spain and Italy, even if in these countries before the crisis, the Phillips curve is not supported by the data (the coefficient on the unemployment rate is either zero or positive4), after the crisis, we find a negative relationship.
First, all time-invariant variables are eliminated by the data transformation, so their coefficients cannot be estimated (for example, the coefficient of female is removed).
For the power model it indicates whether a 1- or 2-cycle model was better supported by the data and the corresponding coefficient of determination (R) and shape of the function.
This makes (6). the equivalent two-hop coefficients "anticipated" or "desired" by the relays in contrast to the "actual" coefficients experience by the data symbols.
The downside of the analysis described above is that, by collapsing the data into correlation coefficients per person, an aspect of the data is lost: the variability between tasks.
Another method, called subcarriers weighting (SW) [13, 14], minimizes the signal OOB interference level by multiplying the data subcarriers by optimized real weighting coefficients.
Specifically, this paper first designs a self-reconstruction method to reconstruct each data point by all the data, and the derived reconstruction coefficient is then used for calculating the k value for each training sample.
Hypothesis 1, which states that Immigrants are more religious than the native population, is clearly supported by the European data: the coefficients of first-generation European immigrants are positive and significant for the two dimensions of religiosity, indicating that first-generation immigrants in Europe are indeed more religious than the native population (the reference group)15.
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