Feng Zhang
2003-Nov-03 19:32 UTC
[R]A matrix is full rank is equal to having independent columns?
Dear R listers, Just a simple question. If we say an nxm matrix (n>m) is full rank of m, does this mean that this matrix has linearly independent columns? They are the same definition or needs some proof? Thanks for your answer. Fred [[alternative HTML version deleted]]
Deepayan Sarkar
2003-Nov-03 19:56 UTC
[R]A matrix is full rank is equal to having independent columns?
For any matrix, the following definitions hold: row rank: number of linearly independent rows column rank: number of linearly independent columns There is a theorem stating that these 2 numbers must be the same for any matrix, and (consequently) that number is defined as the 'rank' of the matrix. For a matrix which has less columns than rows (as in your example), to say it has 'full column rank' would mean that it's rank = number of columns, and so yes, by definition all it's columns are linearly independent. I don't know if the description 'full rank' has any concrete interpretation for such matrices, though. HTH. On Monday 03 November 2003 13:32, Feng Zhang wrote:> Dear R listers, > > Just a simple question. > If we say an nxm matrix (n>m) is full rank of m, > does this mean that this matrix has linearly independent columns? > > They are the same definition or needs some proof? > > Thanks for your answer. > > Fred > > [[alternative HTML version deleted]] > > ______________________________________________ > R-help at stat.math.ethz.ch mailing list > https://www.stat.math.ethz.ch/mailman/listinfo/r-help
kjetil@entelnet.bo
2003-Nov-03 20:00 UTC
[R]A matrix is full rank is equal to having independent columns?
On 3 Nov 2003 at 13:32, Feng Zhang wrote: This are the same concept, no additional proof is needed. The rank of a matrix is the max number of li columns, or rows (which are the same). Kjetil Halvorsen> Dear R listers, > > Just a simple question. > If we say an nxm matrix (n>m) is full rank of m, > does this mean that this matrix has linearly independent columns? > > They are the same definition or needs some proof? > > Thanks for your answer. > > Fred > > [[alternative HTML version deleted]] > > ______________________________________________ > R-help at stat.math.ethz.ch mailing list > https://www.stat.math.ethz.ch/mailman/listinfo/r-help
Jason Turner
2003-Nov-03 20:02 UTC
[R]A matrix is full rank is equal to having independent columns?
Feng Zhang wrote:> Dear R listers, > > Just a simple question. > If we say an nxm matrix (n>m) is full rank of m, > does this mean that this matrix has linearly independent columns? >Yes. Now be careful how you define rank. Cheers Jason -- Indigo Industrial Controls Ltd. http://www.indigoindustrial.co.nz 64-21-343-545 jasont at indigoindustrial.co.nz