+1 specifically the ROC style curves
How Do I Assess The Quality Of The Output From My Aligner?
3 answers
See the paper A survey of sequence alignment algorithms for next-generation sequencing and a more recent one Comparative analysis of algorithms for next-generation sequencing read alignment
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I would suggest using the metrics discussed in the papers where those aligners are initially described.
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