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To this effect, choosing a method that performs well in financial time series forecasting is imperative.
This paper proposes a method that performs a bottom-up aggregation of residential demand-side flexibility associated with domestic appliances, namely Thermostatically Controlled Loads (TCL).
We develop a method that performs nonlinear filtering on the received signal energy to mitigate multiuser interference (MUI), and we test it over time hopping and direct sequence impulse radio ultra-wideband signals.
By ignoring such correlations, one avoids having to estimate many parameters, and obtains a method that performs better when the number of samples is small.
A method that performs well would be expected to give unbiased parameter estimation and to show approximately 95% confidence interval coverage.
A method that performs any number of side effects is said to be opaque.
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Empirical energy functions have also been used in a method that performed Monte Carlo optimization (Bordner and Abagyan, 2004), which has also been used to study the role of conformational sampling as a way to assess the impact of single-point mutations in protein structures (Kellogg et al., 2011).
In the original SOM method [ 60], the initial weight vectors are set by random values, but in BL-SOM the vectors are initialized by PCA, which is a statistical method that performs linear mapping to extract optimal features from an input distribution in the mean squared error sense.
To make use of all the data, binary relevance is a simple method that performs well.
In this article, we presented a new method that performs MV deconvolution plane-wise, which reduces memory requirements compared with existing methods and thus permits an entirely GPU-based implementation.
The Sobol method (Sobol 1993, 2001) is a variance-based method that performs a quantitative analysis of model sensitivity based on the principle of variance decomposition.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com