Equiangular Lines
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geometry Geometry (; ) is, with arithmetic, one of the oldest branches of mathematics. It is concerned with properties of space such as the distance, shape, size, and relative position of figures. A mathematician who works in the field of geometry is c ...
, a set of lines is called equiangular if all the lines intersect at a single point, and every pair of lines makes the same angle.


Equiangular lines in Euclidean space

Computing the maximum number of equiangular lines in ''n''-dimensional
Euclidean space Euclidean space is the fundamental space of geometry, intended to represent physical space. Originally, that is, in Euclid's Elements, Euclid's ''Elements'', it was the three-dimensional space of Euclidean geometry, but in modern mathematics ther ...
is a difficult problem, and unsolved in general, though bounds are known. The maximal number of equiangular lines in 2-dimensional Euclidean space is 3: we can take the lines through opposite vertices of a regular hexagon, each at an angle 120 degrees from the other two. The maximum in 3 dimensions is 6: we can take lines through opposite vertices of an
icosahedron In geometry, an icosahedron ( or ) is a polyhedron with 20 faces. The name comes and . The plural can be either "icosahedra" () or "icosahedrons". There are infinitely many non- similar shapes of icosahedra, some of them being more symmetrica ...
. It is known that the maximum number in any dimension n is less than or equal to \binom. This upper bound is tight up to a constant factor to a construction by de Caen. The maximum in dimensions 1 through 16 is listed in the ''
On-Line Encyclopedia of Integer Sequences The On-Line Encyclopedia of Integer Sequences (OEIS) is an online database of integer sequences. It was created and maintained by Neil Sloane while researching at AT&T Labs. He transferred the intellectual property and hosting of the OEIS to the ...
'' as follows: :1, 3, 6, 6, 10, 16, 28, 28, 28, 28, 28, 28, 28, 28, 36, 40, ... In particular, the maximum number of equiangular lines in 7 dimensions is 28. We can obtain these lines as follows. Take the vector (−3,−3,1,1,1,1,1,1) in \mathbb^8, and form all 28 vectors obtained by permuting the components of this. The
dot product In mathematics, the dot product or scalar productThe term ''scalar product'' means literally "product with a scalar as a result". It is also used sometimes for other symmetric bilinear forms, for example in a pseudo-Euclidean space. is an algebra ...
of two of these vectors is 8 if both have a component 3 in the same place or −8 otherwise. Thus, the lines through the origin containing these vectors are equiangular. Moreover, all 28 vectors are orthogonal to the vector (1,1,1,1,1,1,1,1) in \mathbb^8, so they lie in a 7-dimensional space. In fact, these 28 vectors and their negatives are, up to rotation and dilation, the 56 vertices of the 321 polytope. In other words, they are the weight vectors of the 56-dimensional representation of the Lie group E7. Equiangular lines are equivalent to
two-graph In mathematics, a two-graph is a set of (unordered) triples chosen from a finite vertex set ''X'', such that every (unordered) quadruple from ''X'' contains an even number of triples of the two-graph. A regular two-graph has the property that every ...
s. Given a set of equiangular lines, let ''c'' be the cosine of the common angle. We assume that the angle is not 90°, since that case is trivial (i.e., not interesting, because the lines are just coordinate axes); thus, ''c'' is nonzero. We may move the lines so they all pass through the
origin Origin(s) or The Origin may refer to: Arts, entertainment, and media Comics and manga * ''Origin'' (comics), a Wolverine comic book mini-series published by Marvel Comics in 2002 * ''The Origin'' (Buffy comic), a 1999 ''Buffy the Vampire Sl ...
of coordinates. Choose one unit vector in each line. Form the
matrix Matrix most commonly refers to: * ''The Matrix'' (franchise), an American media franchise ** ''The Matrix'', a 1999 science-fiction action film ** "The Matrix", a fictional setting, a virtual reality environment, within ''The Matrix'' (franchis ...
''M'' of
inner product In mathematics, an inner product space (or, rarely, a Hausdorff pre-Hilbert space) is a real vector space or a complex vector space with an operation called an inner product. The inner product of two vectors in the space is a scalar, often ...
s. This matrix has 1 on the diagonal and ±c everywhere else, and it is symmetric. Subtracting the
identity matrix In linear algebra, the identity matrix of size n is the n\times n square matrix with ones on the main diagonal and zeros elsewhere. Terminology and notation The identity matrix is often denoted by I_n, or simply by I if the size is immaterial o ...
''I'' and dividing by ''c'', we have a
symmetric matrix In linear algebra, a symmetric matrix is a square matrix that is equal to its transpose. Formally, Because equal matrices have equal dimensions, only square matrices can be symmetric. The entries of a symmetric matrix are symmetric with re ...
with zero diagonal and ±1 off the diagonal. This is the
Seidel adjacency matrix In mathematics, in graph theory, the Seidel adjacency matrix of a simple undirected graph ''G'' is a symmetric matrix with a row and column for each vertex, having 0 on the diagonal, −1 for positions whose rows and columns correspond to adjac ...
of a two-graph. Conversely, every two-graph can be represented as a set of equiangular lines. The problem of determining the maximum number of equiangular lines with a fixed angle in sufficiently high dimensions was solved by Jiang, Tidor, Yao, Zhang, and Zhao. The answer is expressed in spectral graph theoretic terms. Let N_\alpha(d) denote the maximum number of lines through the origin in d dimensions with common pairwise angle \arccos\alpha. Let k denote the minimum number (if it exists) of vertices in a graph whose adjacency matrix has spectral radius exactly (1-\alpha)/(2\alpha). If k is finite, then N_\alpha(d) = \lfloor k(d-1)/(k-1) \rfloor for all sufficiently large dimensions d (here the "sufficiently large" may depend on \alpha). If no k exists, then N_\alpha(d) = d+ o(d).


Equiangular lines in complex vector space

In a complex vector space equipped with an
inner product In mathematics, an inner product space (or, rarely, a Hausdorff pre-Hilbert space) is a real vector space or a complex vector space with an operation called an inner product. The inner product of two vectors in the space is a scalar, often ...
, we can define the angle between unit vectors \hat and \hat by the relation \cos(\theta)=, (\hat,\hat), . It is known that an upper bound for the number of complex equiangular lines in any dimension n is n^2. Unlike the real case described above, it is possible that this bound is attained in every dimension n. The conjecture that this holds true was proposed by Zauner and verified analytically or numerically up to n = 67 by Scott and Grassl. A maximal set of complex equiangular lines is also known as a SIC or
SIC-POVM A symmetric, informationally complete, positive operator-valued measure (SIC-POVM) is a special case of a generalized measurement on a Hilbert space, used in the field of quantum mechanics. A measurement of the prescribed form satisfies certain d ...
.


Notes

* J. J. Seidel "Discrete non-Euclidean geometry" In Buekenhout (ed.), ''Handbook of Incidence Geometry'', Elsevier, Amsterdam, The Nederlands (1995) claims, without proof, that the maximum number of equiangular lines in dimension 14 is 28. This was not known at the time.


References

* K. Hartnett (2017),
A new path to equiangular lines
, '' Quanta Magazine''. * * * Brouwer, A.E., Cohen, A.M., and Neumaier, A. ''Distance-Regular Graphs.'' Springer-Verlag, Berlin, 1989. Section 3.8. * . ''(See Chapter 11.)'' * Gosselin, S.
Regular two-graphs and equiangular lines
Master's thesis, Mathematics Department, University of Waterloo, 2004. * * * * * {{cite journal , arxiv=1907.12466, last1=Jiang, first1=Zilin, last2=Tidor, first2=Jonathan, last3=Yao, first3=Yuan, last4=Zhang, first4=Shengtong, last5=Zhao, first5=Yufei, title=Equiangular lines with a fixed angle, journal=Annals of Mathematics, year=2021, volume=194, issue=3, pages=729–743, doi=10.4007/annals.2021.194.3.3, s2cid=198967748 Euclidean geometry Combinatorics