X-Git-Url: http://gitweb.michael.orlitzky.com/?a=blobdiff_plain;f=mjo%2Fcone%2Fdoubly_nonnegative.py;h=b43c974b2076a5dbda14ba43f679fd8caee30327;hb=231c13764614dd43deb161a2f29f98aa2ccbd1e0;hp=b071e41dc332a709a527588bd8f665e80eeb4c17;hpb=3076563f6dc460b219cc3b27f8538d427b297604;p=sage.d.git diff --git a/mjo/cone/doubly_nonnegative.py b/mjo/cone/doubly_nonnegative.py index b071e41..b43c974 100644 --- a/mjo/cone/doubly_nonnegative.py +++ b/mjo/cone/doubly_nonnegative.py @@ -19,7 +19,7 @@ from sage.all import * from os.path import abspath from site import addsitedir addsitedir(abspath('../../')) -from mjo.cone.symmetric_psd import factor_psd +from mjo.cone.symmetric_psd import factor_psd, is_symmetric_psd @@ -29,7 +29,7 @@ def is_doubly_nonnegative(A): INPUT: - - ``A`` - The matrix in question + - ``A`` - The matrix in question OUTPUT: @@ -54,28 +54,94 @@ def is_doubly_nonnegative(A): """ if A.base_ring() == SR: - msg = 'The base ring of ``A`` cannot be the Symbolic Ring' + msg = 'The matrix ``A`` cannot be the symbolic.' raise ValueError.new(msg) - # First make sure that ``A`` is symmetric. - if not A.is_symmetric(): - return False - # Check that all of the entries of ``A`` are nonnegative. if not all([ a >= 0 for a in A.list() ]): return False - # If ``A`` is symmetric and non-negative, we only need to check - # that it is positive semidefinite. For that we can consult its - # minimum eigenvalue, which should be zero or greater. Since ``A`` - # is symmetric, its eigenvalues are guaranteed to be real. - return min(A.eigenvalues()) >= 0 + # It's nonnegative, so all we need to do is check that it's + # symmetric positive-semidefinite. + return is_symmetric_psd(A) + + +def has_admissible_extreme_rank(A): + """ + The extreme matrices of the doubly-nonnegative cone have some + restrictions on their ranks. This function checks to see whether or + not ``A`` could be extreme based on its rank. + + INPUT: + + - ``A`` - The matrix in question + + OUTPUT: + + ``False`` if the rank of ``A`` precludes it from being an extreme + matrix of the doubly-nonnegative cone, ``True`` otherwise. + + REFERENCE: + + Hamilton-Jester, Crista Lee; Li, Chi-Kwong. Extreme Vectors of + Doubly Nonnegative Matrices. Rocky Mountain Journal of Mathematics + 26 (1996), no. 4, 1371--1383. doi:10.1216/rmjm/1181071993. + http://projecteuclid.org/euclid.rmjm/1181071993. + + EXAMPLES: + + The zero matrix has rank zero, which is admissible:: + + sage: A = zero_matrix(QQ, 5, 5) + sage: has_admissible_extreme_rank(A) + True + + """ + if not A.is_symmetric(): + raise ValueError('The matrix ``A`` must be symmetric.') + + r = rank(A) + n = A.nrows() # Columns would work, too, since ``A`` is symmetric. + + if r == 0: + # Zero is in the doubly-nonnegative cone. + return True + + # See Theorem 3.1 in the cited reference. + if r == 2: + return False + + if n.mod(2) == 0: + # n is even + return r <= max(1, n-3) + else: + # n is odd + return r <= max(1, n-2) def is_extreme_doubly_nonnegative(A): """ Returns ``True`` if the given matrix is an extreme matrix of the doubly-nonnegative cone, and ``False`` otherwise. + + EXAMPLES: + + The zero matrix is an extreme matrix:: + + sage: A = zero_matrix(QQ, 5, 5) + sage: is_extreme_doubly_nonnegative(A) + True + """ + + r = A.rank() + + if r == 0: + # Short circuit, we know the zero matrix is extreme. + return True + + if not is_admissible_extreme_rank(r): + return False + raise NotImplementedError()