The attachment contains an approach to understand L1 norm minimization with minimal mathematics .
Please edited pdf
The L1 norm is the one of many types of metric distances, say, Lp, Barnesly, Manhatten, min-max, and others.the type of metric distance is determined by the type of problem(smooth or not)
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