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Since controllers c 1 and c 3 decide to receive the third sample, controller c 2 will ask for the third sample, because two from three controllers want to receive the redundant sample.
Stage 1: When υ 1 > 0.1, RMSE decreases with the reducing υ 1, because the size of D t is not large enough to ensure better forecasting accuracy; Stage 2: When 0.05 < υ 1 < 0.1, RMSE remains approximately the same level; Stage 3: When υ 1 < 0.05, RMSE increases dramatically with the reducing υ 1, due to the over-fitting effect with a redundant sample dictionary.
Patients' unique IDs were also collected from series matrix files (GEO) to ensure there is no redundant sample set.
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So, in general, it's not doing as much redundant sampling at each restriction site.
SRAN classifier uses a sequential learning algorithm, employing self-adaptive thresholds to select the appropriate training samples and discard redundant samples to prevent over-training.
Our method properly tracks and controls the space-bandwidth products in two dimensions, in order to achieve information theoretically sufficient, but not wastefully redundant, sampling required for the reconstruction of the underlying continuous functions at any stage of the algorithm.
Redundant sampling in time domain is obtained at the cost of synthetic length in spatial domain.
However, redundant sampling in spatial domain brings time expansion and takes much longer time for the same azimuth size.
Redundant sampling then solves the contradiction between azimuth high-resolution and range wide swath while keeps conventional radar system.
Third, even when we consider signals with a relatively low band-width values such as swallowing accelerometry signals, continuous monitoring of swallowing function can produce large number of redundant samples, which severely constraints our processing efforts.
Redundant samples were excluded according to the annotated sample origins.
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