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v2009.01.01 - Convex Optimization

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476 CHAPTER 6. CONE OF DISTANCE MATRICES<br />

In fact, the smallest face that contains auxiliary matrix V of the PSD<br />

cone S N + is the intersection with the geometric center subspace (1874) (1875);<br />

F ( S N + ∋V ) = cone { V N υυ T VN<br />

T | υ ∈ RN−1}<br />

= S N c ∩ S N +<br />

≡ {X ≽ 0 | 〈X , 11 T 〉 = 0} (1479)<br />

(1146)<br />

In isometrically isomorphic R N(N+1)/2<br />

svec F ( S N + ∋V ) = cone T (1147)<br />

related to S N c by<br />

aff cone T = svec S N c (1148)<br />

6.7.2 EDM criteria in 11 T<br />

(confer6.5) Laurent specifies an elliptope trajectory condition for EDM cone<br />

membership: [202,2.3]<br />

D ∈ EDM N ⇔ [1 − e −αd ij<br />

] ∈ EDM N ∀α > 0 (997)<br />

From the parametrized elliptope E N t<br />

D ∈ EDM N ⇔ ∃ t∈ R +<br />

E∈ E N t<br />

in6.6.2 we propose<br />

}<br />

D = t11 T − E (1149)<br />

Chabrillac & Crouzeix [65,4] prove a different criterion they attribute<br />

to Finsler (1937) [120]. We apply it to EDMs: for D ∈ S N h (945)<br />

−V T N DV N ≻ 0 ⇔ ∃κ>0 −D + κ11 T ≻ 0<br />

⇔<br />

D ∈ EDM N with corresponding affine dimension r=N −1<br />

(1150)<br />

This Finsler criterion has geometric interpretation in terms of the<br />

vectorization & projection already discussed in connection with (1140). With<br />

reference to Figure 122, the offset 11 T is simply a direction orthogonal to<br />

T in isomorphic R 3 . Intuitively, translation of −D in direction 11 T is like<br />

orthogonal projection on T in so far as similar information can be obtained.

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