v2009.01.01 - Convex Optimization

v2009.01.01 - Convex Optimization v2009.01.01 - Convex Optimization

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498 CHAPTER 7. PROXIMITY PROBLEMS . . . . . . ❜ . . ❜ . . ❜ . . ❜ . . ❜ . . ❜ . . ❜ . ❜ ❜ ❜ ❜ ❜ ❜ ❜ ✧ ✧✧✧✧✧✧✧✧✧✧✧✧✧✧ 0 ✟✟✟✟✟✟✟✟✟✟✟ EDM N ❜ ❜ S N ❝ ❝❝❝❝❝❝❝❝❝❝❝ h ❜ ❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤ ❜ ❜ ❜ ❜ ❜ ❜ K = S N . h ∩ R N×N + . ❜ . . . S N ❜ . . ❜ . . ❜ . . ❜ ❜ ❜ ✧ ✧✧✧✧✧✧✧✧✧✧✧✧✧✧ . . . . . . . . . . . . R N×N . . . . . . . . . . . . . . . . . . . . . . . . Figure 128: Pseudo-Venn diagram: The EDM cone belongs to the intersection of the symmetric hollow subspace with the nonnegative orthant; EDM N ⊆ K (797). EDM N cannot exist outside S N h , but R N×N + does. . . . . . . 7.0.1.2 Egregious input error under nonnegativity demand More pertinent to the optimization problems presented herein where C ∆ = EDM N ⊆ K = S N h ∩ R N×N + (1210) then should some particular realization of a proximity problem demand input H be nonnegative, and were we only to zero negative entries of a nonsymmetric nonhollow input H prior to optimization, then the ensuing projection on EDM N would be guaranteed incorrect (out of order). Now comes a surprising fact: Even were we to correctly follow the order-of-projection rule and provide H ∈ K prior to optimization, then the ensuing projection on EDM N will be incorrect whenever input H has negative entries and some proximity problem demands nonnegative input H .

499 H S N h 0 EDM N K = S N h ∩ R N×N + Figure 129: Pseudo-Venn diagram from Figure 128 showing elbow placed in path of projection of H on EDM N ⊂ S N h by an optimization problem demanding nonnegative input matrix H . The first two line segments leading away from H result from correct order-of-projection required to provide nonnegative H prior to optimization. Were H nonnegative, then its projection on S N h would instead belong to K ; making the elbow disappear. (confer Figure 141)

498 CHAPTER 7. PROXIMITY PROBLEMS<br />

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EDM N<br />

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❜ S N ❝ ❝❝❝❝❝❝❝❝❝❝❝<br />

h<br />

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❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤<br />

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❜ K = S N .<br />

h ∩ R N×N<br />

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Figure 128: Pseudo-Venn diagram: The EDM cone belongs to the<br />

intersection of the symmetric hollow subspace with the nonnegative orthant;<br />

EDM N ⊆ K (797). EDM N cannot exist outside S N h , but R N×N<br />

+ does.<br />

.<br />

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7.0.1.2 Egregious input error under nonnegativity demand<br />

More pertinent to the optimization problems presented herein where<br />

C ∆ = EDM N ⊆ K = S N h ∩ R N×N<br />

+ (1210)<br />

then should some particular realization of a proximity problem demand<br />

input H be nonnegative, and were we only to zero negative entries of a<br />

nonsymmetric nonhollow input H prior to optimization, then the ensuing<br />

projection on EDM N would be guaranteed incorrect (out of order).<br />

Now comes a surprising fact: Even were we to correctly follow the<br />

order-of-projection rule and provide H ∈ K prior to optimization, then the<br />

ensuing projection on EDM N will be incorrect whenever input H has negative<br />

entries and some proximity problem demands nonnegative input H .

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