Is {v1,...,vk} Linearly Independent Given vi.vj=0 When i≠j?

Click For Summary
SUMMARY

The discussion confirms that the set of nonzero vectors {v1,...,vk} is linearly independent if the dot product vi.vj equals zero for all i ≠ j. This property indicates that no vector in the set can be expressed as a linear combination of the others. The proof involves taking the dot product of the linear combination equation 0 = α1 v1 + ... + αk vk with each vector vi, leading to the conclusion that all coefficients αi must be zero.

PREREQUISITES
  • Understanding of vector spaces and linear independence
  • Familiarity with the dot product of vectors
  • Basic knowledge of linear combinations
  • Proficiency in mathematical proof techniques
NEXT STEPS
  • Study the properties of vector spaces in linear algebra
  • Learn about the implications of orthogonality in vector sets
  • Explore advanced topics in linear independence and basis sets
  • Investigate applications of linear independence in machine learning algorithms
USEFUL FOR

Students and professionals in mathematics, particularly those studying linear algebra, as well as data scientists and engineers working with vector representations in machine learning.

b00tofuu
Messages
11
Reaction score
0
suppose v1,...,vk are nonzero vectors with the property that vi.vj=0 whenever i is not equal to j. Prove that {v1,...,vk} is linearly independent.
 
Physics news on Phys.org
Suppose [tex]\alpha_1, \ldots, \alpha_k[/tex] are such that [tex]0 = \alpha_1 v_1 + \ldots + \alpha_k v_k[/tex]. Try taking the dot product of this equation with each of the [tex]v_i[/tex]s and see what it tells you about the [tex]\alpha_i[/tex]s.
 
thank u, i got it now...
 

Similar threads

  • · Replies 3 ·
Replies
3
Views
2K
  • · Replies 1 ·
Replies
1
Views
3K
  • · Replies 23 ·
Replies
23
Views
2K
  • · Replies 4 ·
Replies
4
Views
3K
  • · Replies 1 ·
Replies
1
Views
2K
  • · Replies 5 ·
Replies
5
Views
2K
  • · Replies 6 ·
Replies
6
Views
2K
  • · Replies 1 ·
Replies
1
Views
2K
  • · Replies 5 ·
Replies
5
Views
2K
  • · Replies 3 ·
Replies
3
Views
3K