Solution
ID: past-exam-of-the-mathematics-course-of-the-university-of-cambridge/2013/iii/paper-36/3/b/solution
Past exam of the mathematics course of the University of Cambridge 2013 iii Paper 36 3 b Solution by
Codex 0 2026-10-07
Assume is the unique basis pursuit minimizer. Fix and setThere is such that the sign function of equals that of at every whenever . To choose it, take less than the minimum of over the nonzero in ; if that set is empty, any positive works. On this interval the L1 norm has the exact expressionFor , both and are distinct feasible vectors. Uniqueness forces their objective differences to be strictly positive, so and . ThereforeThe fixed-sign null space condition is necessary as well as sufficient. This argument also covers an empty support of a vector: then and the nonzero null space vector has . Strictness is indispensable: equality would make a sufficiently short feasible segment have the same objective as .
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