Re: Matrix Multiplication...
- To: mathgroup at smc.vnet.net
- Subject: [mg23572] Re: [mg23551] Matrix Multiplication...
- From: BobHanlon at aol.com
- Date: Sat, 20 May 2000 17:44:29 -0400 (EDT)
- Sender: owner-wri-mathgroup at wolfram.com
In a message dated 5/20/2000 3:36:50 AM, jrchaff at nwlink.com writes: >New to Mathematica, and to exotic matrix techniques. > >Apparently Mathematica does "ordinary" matrix multiplication >via the "dot" product symbol, "."; but when one uses the >asterisk, one gets "squaring" of two matrices: > >If m1 = {{a,b},{c,d}}; and m2={{e,f},{g,h}}; then > >m1*m2 = {{ae, bf},{cg,dh}}, and > >m1*m1 = {{a^2, b^2},{c^2, d^2}}; > >while m1.m2 gives normal matrix multiplication. > >What is going on here? What kind of matrix multiplication is >this "*" giving? Why does it match up with the casual appearance >of 'squaring' if m1 = m2? I tried the Mathematica function >"Outer", i.e. "Outer[Times,m1,m2]", and this is NOT the same >as the result with "*". I don't understand outer products anyway, >but apparently that is not this, whatever it is. > >Can someone give me a short explanation? > m1 = {{a, b}, {c, d}}; m2 = {{e, f}, {g, h}}; m1*m2 {{a*e, b*f}, {c*g, d*h}} (m1*m2) operates in the same manner as (m1+m2) or (m1-m2) or (m1/m2); i.e., they all involve pairwise operations on the corresponding elements. m1 + m2 {{a + e, b + f}, {c + g, d + h}} m1 - m2 {{a - e, b - f}, {c - g, d - h}} m1/m2 {{a/e, b/f}, {c/g, d/h}} These pairwise operations are consistent with the behavior expected for basic operations And @@ Table[Sum[m1, {k, 1, n}] == n*m1, {n, 1, 10}] True Sum[m1, {k, 1, n}] == n*m1 True m1 - m1 == 0*IdentityMatrix[Length[m1]] True (m1 + m2) - m2 == m1 + (m2 - m2) == m1 True And @@ Table[Product[m1, {k, 1, n}] == m1^n, {n, 1, 10}] True Product[m1, {k, 1, n}] == m1^n True m2*(m1/m2) == (m1*m2)/m2 == m1*(m2/m2) == m1 True To understand what Outer does, just use a generic function, say f, Outer[f, m1, m2 ] {{{{f[a, e], f[a, f]}, {f[a, g], f[a, h]}}, {{f[b, e], f[b, f]}, {f[b, g], f[b, h]}}}, {{{f[c, e], f[c, f]}, {f[c, g], f[c, h]}}, {{f[d, e], f[d, f]}, {f[d, g], f[d, h]}}}} Which for f replaced by Times is Outer[Times, m1, m2 ] {{{{a*e, a*f}, {a*g, a*h}}, {{b*e, b*f}, {b*g, b*h}}}, {{{c*e, c*f}, {c*g, c*h}}, {{d*e, d*f}, {d*g, d*h}}}} m3 = Outer[Times, m2, m1]/m2; m3[[1, 1]] == m3[[1, 2]] == m3[[2, 1]] == m3[[2, 2]] == m1 True Bob BobHanlon at aol.com