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The complexity analysis provides rough storage complexity requirements for AVS video standard implementation and optimization.
However the most important promise of the modified version is its drastically faster convergence compared to standard implementation of PSO.
We also include a standard implementation of VB (similar to Nariai et al. (2013)) but using the BitSeq model (denoted VBEM).
At the transmitter side, the complexity is significantly reduced in comparison with the standard implementation of the CC method.
Initial experiments with SOM PAK [37] (a standard implementation) indicated that use of the full set of 23,347 dimensions from the MeSH-by-document dataset was computationally unfeasible.
This modification allows to overcome methodological limitations of the standard implementation of the BYM model [ 18].
In our analysis we used the least square cost function, which is computationally efficient and the standard implementation of the CART algorithm.
For this work, therefore, we used the Python standard implementation of SVD from the NUMPY library and its dependencies.
The inherent performance and stability of DASSL are therefore much greater than the standard implementation seems to suggest.
In combination with GPU computing, the matrix approach for WBP exhibits a significant acceleration factor compared to the standard implementation.
The Lua API has a complex implementation, and the mapping of the variables of the API's B model into variables of the API's standard implementation was not trivial.
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