Linear Algebra - Topic: Basis & Subspaces

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SUMMARY

The discussion focuses on the concepts of basis and subspaces in linear algebra, specifically addressing homework problems related to vector spaces defined by linear equations. The vectors j1 = (1,0,-1,2) and j2 = (0,1,1,2) are evaluated for their ability to form a basis for the subspace W defined by the equations a - b + c = 0 and -2a - 2b + d = 0. The discussion also explores finding a basis for another subspace defined by a different set of equations and determining the dimension of various spans in ℝ3. Proper methods for verifying linear independence and spanning sets are emphasized.

PREREQUISITES
  • Understanding of vector spaces and linear combinations
  • Familiarity with row reduction techniques in linear algebra
  • Knowledge of the definitions of basis and dimension of a vector space
  • Ability to work with linear equations and matrices
NEXT STEPS
  • Study the process of row reducing matrices to determine linear independence
  • Learn how to express vectors as linear combinations to verify spanning sets
  • Explore the concept of dimension in vector spaces and how to calculate it
  • Investigate the relationship between different bases of the same subspace
USEFUL FOR

Students of linear algebra, educators teaching vector space concepts, and anyone seeking to deepen their understanding of basis and subspaces in mathematical contexts.

spring_rolls
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I have a few questions here, my main problem is not understanding the notations used, hence not understanding the questions.

Homework Statement



1. Do the vectors [tex]j_{1}[/tex]= (1,0,-1,2) and [tex]j_{2}[/tex]= (0,1,1,2) form a basis for the space W = {(a,b,c,d) l a - b + c = 0, -2a - 2b + d =0} ?

2. Find a basis for W = { (a,b,c,d) : a - b + 2d = 0 , 3a + c + 3d = 0 }

3. Find the dimension of the following subspaces of [tex]\Re^{3}[/tex]
a) span { (1,0,1),(0,1,1),(2,0,0) }
b) span { (1,0,1),(2,2,4),(2,1,7),(-1,-1-2) }

4. Suppose that a subspace W [tex]\subset[/tex] [tex]\Re^{3}[/tex] has a basis { (1,2,3),(1,0,1) }.
a)Is { (-1,-2,-3), (3,2,5) } a basis for W? Why?


Homework Equations


How do you do this? Is there a working? or can you solved this by inspection.


The Attempt at a Solution



1. i substitute each vector in a,b,c,d equation and find the equality, so happen when i substitute in all returns 0, which implies that it does form a basis. Is there a proper working for this, cause i can do this by inspection.

2. I was wondering forming a matrix and row reduced the matrix and get a linear dependence equation and plug in some value for c & d to find a & b.

1 -1 0 2 0 ~ 1 0 1/3 1 0
3 0 1 3 0 0 1 1/3 -1 0

So: a = -1/3c - d & b= d - 1/3c

Let c =1 and d =1

a= -1/3 (1) - 1 = -4/3 & b = 1 - 1/3 (1) = 2/3

so basis (-1/3,2/3,1,1)

3 & 4. No idea what to do.
 
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spring_rolls said:
1. i substitute each vector in a,b,c,d equation and find the equality, so happen when i substitute in all returns 0, which implies that it does form a basis. Is there a proper working for this, cause i can do this by inspection.
This is not a valid method. Imagine instead of giving you both j1 and j2, I gave you just j1 and ask if this vector alone spans the subspace W. Your method would indicate so, but in fact that is incorrect. To do this the 'proper way', note that if j1 and j2 span W, then all vectors in W can be expressed as linear combinations of j1 and j2. In other words,

[tex]k_1 \left(\begin{array}{c}1\\0\\-1\\2\end{array}\right) + k_2 \left(\begin{array}{c}1\\0\\-1\\2\end{array}\right) = \left(\begin{array}{c}a\\b\\b-a\\2(a+b)\end{array}\right)[/tex]

where [tex]k_1,k_2,a,b \in \Re[/tex]

What you have to do is to express the above as a matrix, and then by row-reduction operations show that for any real a,b there will exist k1,k2 such that the above is satisfied.

2. I was wondering forming a matrix and row reduced the matrix and get a linear dependence equation and plug in some value for c & d to find a & b.

1 -1 0 2 0 ~ 1 0 1/3 1 0
3 0 1 3 0 0 1 1/3 -1 0

So: a = -1/3c - d & b= d - 1/3c

Let c =1 and d =1

a= -1/3 (1) - 1 = -4/3 & b = 1 - 1/3 (1) = 2/3

so basis (-1/3,2/3,1,1)p
I have no idea what you are doing here.

3 & 4. No idea what to do.
For qn 3. First, recall the definition of dimension. The dimension of a subspace is the number of linearly independent vectors which span the given subspaces, ie. the number of vectors in the basis of these subspaces. The vectors in any given basis are all linearly independent. Do you see what to do now?

Qn 4. Suppose you are given a basis and another basis which may or may not span the same subspace as that of the first. Informally, if you can express every vector in the first group of vectors as a linear combination of the vectors in the second group, what does that tell you about the corresponding subspace spanned by the latter group with respect to the first?
 

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