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Lecture 2

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Lecture 2

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Ranks of TT and HT tensors<br />

The minimal numbers r i for a TT or HT respresentation of a<br />

tensor U is well defined.<br />

1. The optimal ranks r i, r = (r1, . . . , r d−1),<br />

of the TT decomposition are equal to the ranks of the following<br />

matrices, i = 1, . . . , d − 1<br />

r i = rank of A i = U x i+1,...,x d<br />

x1,...,x i<br />

2. If ν ⊂ D then µ := D\µ the the mode ν-rank rν is given by<br />

rν = rank of A i = U x µ<br />

x ν .<br />

(If ν = {1, 2, 7, 8} and µ = {3, 4, 5, 6} then x ν = (x1, x2, x7, x8). )<br />

.

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