example finding the basis and dimension of the subspace of X of a 2 x 2 matrix?
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The question is --- finding the basis and dimension of the subspace of X of a 2 x 2 matrix?
The basis will be dependent upon the form of the subspace. I mean, if we're taking a normal 2 x 2 matrix, M = |a b| |c d| the standard basis is the set: B = { |1 0|, |0 1|, |0 0|, |0 0|} |0 0| |0 0| |1 0| |0 1| and the dimension is, by definition, the cardinality of the basis (i.e. the number of elements in the basis). So \[\dim(M_{2 \times 2})=4\]
You can get basis sets that have a different number of elements (and therefore, dimension) depending on special conditions. For example, if the 2 x 2 matrix is to be symmetric, then you'd have, S = |a b| = a|1 0| + b|0 1| + c|0 0| |b c| |0 0| |1 0| |0 1|. Therefore the set { |1 0| , |0 1| , |0 0| } |0 0| |1 0| |0 1| spans the subset of all symmetric 2 x 2 matrices, and can be shown to be linearly independent, and so forms a basis for this subset. The dimension in this case would be 3.
Incidentally, it's easy to show that these basis elements are linearly independent, since by the definition of linear independence, a set of vectors in linearly independent if the equation \[c_1v_1+c_2v_2+...+c_nv_n=0\]has only the trivial solution,\[c_1=c_2=...=c_n=0\]
For the first basis, letting each of the v_i be one of the matrices, \[c_1v_1+c_2v_2+c_3v_3+c_4v_4\] = |c_1 c_2| |c_3 c_4| = |0 0| |0 0| if and only if\[c_1=c_2=c_3=c_4=0\]the trivial solution.
You can do similar with the second basis.
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