Geometry of Linear Equations – Column Picture

Notes from Prof. Gilbert Strang’s Lecture on MIT OpenCourseWare: The Geometry of Linear Equations

In linear algebra, when faced with equations, we often try to visualize them using the row picture.

Row Picture: In 2-D, we can think of it as a line and aim to find its intersection.

Column Picture: We aim to find the weights of a linear combination of columns. In the image on the right, we see the addition of two vectors. We start from the origin and add them at the tail.

mit_row_2d
mit_col_2d

As we move to higher dimensions, the row picture becomes more challenging to visualize, while the column picture remains straightforward.

mit_3d

Furthermore, the column picture allows us to check if the combination of all columns fills the entire space. We can verify this through elimination.

mit_subspace

Additionally, we can develop a habit of viewing matrix multiplication as a linear combination of columns.

mit_mm