The nullity theorem is a mathematical
theorem
In mathematics, a theorem is a statement that has been proved, or can be proved. The ''proof'' of a theorem is a logical argument that uses the inference rules of a deductive system to establish that the theorem is a logical consequence of t ...
about the
inverse
Inverse or invert may refer to:
Science and mathematics
* Inverse (logic), a type of conditional sentence which is an immediate inference made from another conditional sentence
* Additive inverse (negation), the inverse of a number that, when a ...
of a
partitioned matrix, which states that the
nullity of a block in a matrix equals the nullity of the complementary block in its inverse matrix. Here, the nullity is the dimension of the
kernel
Kernel may refer to:
Computing
* Kernel (operating system), the central component of most operating systems
* Kernel (image processing), a matrix used for image convolution
* Compute kernel, in GPGPU programming
* Kernel method, in machine learn ...
. The theorem was proven in an abstract setting by , and for matrices by .
Partition a matrix and its inverse in four submatrices:
:
The partition on the right-hand side should be the transpose of the partition on the left-hand side, in the sense that if ''A'' is an ''m''-by-''n'' block then ''E'' should be an ''n''-by-''m'' block.
The statement of the nullity theorem is now that the nullities of the blocks on the right equal the nullities of the blocks on the left :
:
More generally, if a submatrix is formed from the rows with indices and the columns with indices , then the complementary submatrix is formed from the rows with indices \ and the columns with indices \ , where ''N'' is the size of the whole matrix. The nullity theorem states that the nullity of any submatrix equals the nullity of the complementary submatrix of the inverse.
References
* .
* .
* {{Citation , last1=Strang , first1=Gilbert , author1-link=Gilbert Strang , last2=Nguyen , first2=Tri , title=The interplay of ranks of submatrices , doi=10.1137/S0036144503434381 , year=2004 , journal=SIAM Review , issn=1095-7200 , volume=46 , issue=4 , pages=637–646, url=http://dspace.mit.edu/bitstream/1721.1/3885/2/HPCES009.pdf , hdl=1721.1/3885 , hdl-access=free .
Matrix theory