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Conformal Geometric Algebra in Stochastic Optimization Problems ...

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48 CHAPTER 2. GEOMETRIC ALGEBRA<br />

due to the associativity of the geometric product. The set {z ′ 1...k } is a new frame<br />

for A 〈k〉 built of the reflected versions (see page 27) of the vectors {z1...k }. The<br />

orthogonality is reta<strong>in</strong>ed as can be seen by<br />

z ′ i · z ′ j = (−nz<strong>in</strong>) · (−nzjn)<br />

= 1<br />

2<br />

�<br />

nz<strong>in</strong>nzjn + nzjnnz<strong>in</strong><br />

= n(zi · zj)n = δij.<br />

In conclusion, the operation nA 〈k〉 n, where n is conta<strong>in</strong>ed <strong>in</strong> A 〈k〉 , amounts to<br />

the reflection of the entire basis, thereby lett<strong>in</strong>g the subspace <strong>in</strong>variant. Also <strong>in</strong><br />

general, if n is not or partly conta<strong>in</strong>ed <strong>in</strong> A 〈k〉 , the operation nA 〈k〉 n represents<br />

the reflection of A 〈k〉 <strong>in</strong> n. The specific property of blades that particular operations<br />

as the reflection affect the basis is called outermorphism and is the subject of section<br />

2.3.4.<br />

Technically speak<strong>in</strong>g, a vector is <strong>in</strong> fact a 1-blade. It is <strong>in</strong>terest<strong>in</strong>g that <strong>in</strong> this<br />

regard a certa<strong>in</strong> property of vectors can be attributed to blades as well - blades<br />

square to scalars. The proof employs the previous proposition.<br />

Corollary 2.10<br />

For every blade A 〈k〉 it holds that<br />

A 2 〈k〉<br />

∈ �.<br />

Proof: Accord<strong>in</strong>g to proposition 2.6, it exist k orthogonal vectors {z 1...k } so that<br />

A 〈k〉 = z1z2 ...zk. Hence it may be written<br />

A 〈k〉 A 〈k〉 = z1z2 ...zk z1z2 ...zk<br />

k (k−1)<br />

= (−1) 2 z 2 1 z 2 2 . .. z 2 k ∈ �.<br />

This shows that all possible grades 0,2,4,...,2k of the geometric product A 2 〈k〉<br />

vanish except the scalar part. This gives rise to the next corollary.<br />

Corollary 2.11<br />

The geometric product of a blade A 〈k〉 with itself co<strong>in</strong>cides with the <strong>in</strong>ner product,<br />

i.e.<br />

A 2 〈k〉 = 〈A 〈k〉 A 〈k〉 〉 = A 〈k〉 · A 〈k〉 .<br />

The example<br />

(a ∧ b) 2 = (a · b) 2 − a 2 b 2<br />

demonstrates that it is possible that a blade squares to zero as well:<br />

�<br />

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