What is a linear combination of two arbitrary non-collinear vectors, and what does it sweep out?
Conditions
- The two vectors and are non-collinear (point in different directions and do not lie on the same line).
- The scalars and vary continuously across all real numbers.
Reasoning, step by step
- Select two arbitrary non-collinear vectors and .
- Multiply by a scalar and by a scalar .
- Add the two scaled vectors together to form .
- Allow and to vary across all real numbers.
- Observe that the endpoints of these combinations cover the entire 2D plane.
Example
By letting and vary continuously, the expression generates a set of vectors whose tips reach every possible point on the 2D plane.
Common misconceptions
- Assuming linear combinations only work for standard basis vectors like and .
- Believing that the scalars must be positive integers rather than any real number.
Watch the explanation
Connected concepts
Explore next
Related questions
A third vector lying perfectly flat on the plane created by the first two provides no new directional freedom. Mathematically, it is redundant because it can be written as a linear combination of the other two vectors.
Conditions: Three vectors exist in 3D space; The first two vectors are linearly independent (non-parallel); The third vector lies within the plane spanned by the first two
Adding a third vector that pokes out of the plane at an angle allows the entire 2D sheet to slide up and down through space. With three freely varying scalars (), the span expands from a plane to encompass every conceivable point in the 3D volume, effectively filling all of 3D space.
Conditions: Starting with two linearly independent vectors spanning a plane; Introducing a third vector that is NOT in that plane
To form a basis, a set of vectors must be both linearly independent and span the target space. Linear independence means each vector contributes a brand-new dimension that cannot be recreated by the others.
Conditions: The vectors belong to the target vector space; The set is minimal (no redundant vectors)
In 3D space, the span of two non-parallel vectors forms a tilted, infinitely extending flat sheet cutting through the origin. While each individual vector spans a line, their linear combination traces out this entire 2D plane embedded within the 3D volume.
Conditions: Working in three-dimensional Euclidean space; Two vectors and are non-parallel
In 3D space, the span of two non-parallel vectors is a tilted, infinitely extending flat sheet cutting through the origin. While their individual spans form lines, combining them via linear combinations () traces out this exact 2D plane.
Conditions: The vectors are in three-dimensional space.; The two vectors are non-parallel.
Answers are generated from source material and independently checked. Consult the original video or creator if something is unclear.