Exercise 2.1.3. For each of the following two matrices
describe the matrix’s column space and nullspace.
Answer: The column space for consists of the linear combinations of its columns:
The column space is therefore the x axis, i.e., the set of vectors of the form .
The nullspace is the set of vectors for which . We then have
so that we have or . The nullspace is therefore the line passing through the origin at a 45 degree angle to the x axis.
For the matrix the column space contains all vectors of the form
Therefore consists only of the point .
For any vector we have
Therefore the nullspace .
UPDATE: Corrected references to that should have been to . Thanks go to nubilaveritas for catching these errors.
UPDATE 2: Corrected the product to be 2 by 1 rather than 3 by 1. Thanks go to James Teow for catching the error.
NOTE: This continues a series of posts containing worked out exercises from the (out of print) book Linear Algebra and Its Applications, Third Edition by Gilbert Strang.
If you find these posts useful I encourage you to also check out the more current Linear Algebra and Its Applications, Fourth Edition, Dr Strang’s introductory textbook Introduction to Linear Algebra, Fourth Edition and the accompanying free online course, and Dr Strang’s other books.