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In digital signal processing, downsampling and decimation are terms associated with the process of resampling in a multi- rate digital signal processing system. Both terms are used by various authors to describe the entire process, which includes lowpass filtering, or just the part of the process that does not include filtering. When downsampling ( decimation) is performed on a sequence of.
When upsampling is performed on a sequence of samples of a signal or other continuous function. RNN architecture recently has been a highly preferred architecture, especially for sequential data.
This architecture has been successfully applied to many problems, such as natural language processing [ ], speech recognition [ ], generation of image descriptions [ ], and machine translation [ ]. Unlike traditional neural network structures, RNN has a learning structure in which all inputs and.