Improved Type-Based Detection of Analog Signals

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1997-04-01
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When applied to continuous-time observations, type-based detection strategies are limited by the necessity to crudely quantize each sample. To alleviate this problem, we smooth the types for both the training and observation data with a linear filter. This post-processing improves the detector performance significantly (error probabilities decrease by over a factor of three) without incurring a significant computational penalty. However this improvement depends on the amplitude distribution and on the quantizer's characteristics.

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P. Goncalves and R. G. Baraniuk, "Improved Type-Based Detection of Analog Signals," vol. 5, 1997.

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