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Concerning the random-patches techniques, please note that every time we tested a descriptor for a given codebook size, newly extracted random patches were generated.
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The CDI is quantized through a given codebook with proper size known by both the BSs and users.
As shown in [7] (and references therein), the distortion associated with a given codebook C k for the quantization of is such that (27).
Transformed codebooks are often used for simplicity and are obtained by a transformation of a given codebook to best match the statistical environment at hand.
Transformed codebooks are obtained by a transformation of a given codebook to best match the statistical environment at hand.
We assume all the models resulting from a given codebook are equally likely.
Its main design phases involve: (a) an encoding in which we encode data in terms of the elements of the given codebook; (b) a decoding during which we reconstruct the original data; and (c) a development of the codebook.
Consequently, for a codebook size of N c, log2(N c ×N t ) bits are necessary to quantify the CDI for P2 algorithm while log2(N c ) bits are required for P1 algorithm for each cluster.
We assume the a priori transition probabilities to be known beforehand for a given set of speech codebooks.
The PMI is an index in the codebooks defined for a given number or transmit antenna ports (1, 2, 4 in LTE and up to 8 for LTE Advanced).
The final pattern codebook is selected based on the minimum ψavg for a given number of iterations with random starts as ψavg indicates the optimal pattern codebook.
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