This paper has demonstrated the use of morphological filters and wavelets for outlier analysis. While multi-resolution analysis partitions a signal into many bands with very high computational speeds, scale-space approach is computationally expensive. Faster algorithms are available for line structuring elements that enhance speed considerably. Scale-space seems to provide better valley separation with limited edge effects along the valleys.
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