Despite the popularity of EM algorithms, it is challenging to efficiently implement these algorithms in a distributed environment for handling massive data sets.
Another advantage of the OFDM system is that the digital transmitter and receiver can be efficiently implemented using the Fast Fourier Transform FFTT) algorithm.
To cope with the ever increasing data volumes, this method is highly optimized on two aspects: firstly, the problem is reformulated to reduce the number of variables, and secondly, the operators involved in the optimization algorithms are efficiently implemented.
(6) and (7) can be efficiently implemented using the back propagation (BP) algorithm.
The objective is finding the parameters W ll),b (l) which can minimize the cost function over the whole training set, and this can be efficiently implemented via the stochastic gradient descent algorithm.
The objective is finding the parameters θ=(W 1,b 1,which 2) whicancan minimize the difference between the output and the input over the whole training set X={x (1),x (2),…,x (m),…,x (M }, and this can be efficiently implemented via the stochastic gradient descent algorithm.
The greedy algorithm can be efficiently implemented in time that is linear in the size of the input (Bar-Yehuda and Even, 1981 ).
In fact, the corresponding DEDR-related SP algorithms can be efficiently implemented in a Field Programmable Systems on Chip (FPSoC) mode in spite of employing conventional systems based on multi-FPGAs or PC-Clusters [12 14, 16].
In this paper, a new active rule detection algorithm is proposed which is efficiently implemented in dedicated fuzzy processors.
H MK developed and implemented algorithms required implementing Bayesian methods.
Computational cost: The proposed TCR filter can be efficiently implemented by means of inverse fast Fourier transform (IFFT) algorithms.
