Does infinite solutions imply the row vectors are linearly dependent?

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SUMMARY

The discussion centers on the relationship between infinite solutions and the linear dependence of row vectors in matrix systems. Specifically, in a 4x3 matrix, the row vectors are linearly dependent due to the presence of four vectors in a three-dimensional space. While an overdetermined system (like the 4x3 matrix) typically has no solutions, it can be consistent and possess infinite solutions under certain conditions. Conversely, underdetermined systems can have infinite solutions while maintaining linear independence among row vectors.

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  • Understanding of linear algebra concepts, specifically linear dependence and independence.
  • Familiarity with matrix dimensions and their implications on solutions.
  • Knowledge of overdetermined and underdetermined systems.
  • Basic proficiency in solving linear equations.
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  • Study the properties of overdetermined systems in linear algebra.
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Students and professionals in mathematics, particularly those studying linear algebra, as well as educators seeking to clarify concepts related to matrix equations and vector spaces.

mitch_1211
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if i have a 4x3 matrix, this means there are more equations than unknowns and so there are no solutions to the system.

does this mean that the row vectors are linearly dependent?
 
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The rows must be linearly dependent because they are four vectors living in a three-dimensional vector space. It doesn't necessarily mean there are no solutions to Ax=b (A the matrix, b a known 4x1 vector and x an unknown 3x1 vector) though: for example, the last two rows of A may be equal and the last two entries of b also equal, in which case it is reduced to 3 equations with 3 unknowns, which may or may not have a solution.
 
henry_m said:
The rows must be linearly dependent because they are four vectors living in a three-dimensional vector space.

Of course! I don't know why I didn't realize this straight away.

Thank you very much!
 
Your question is about overdetermined system(4x3 in your example). It is mostly inconsistent but it can be consistent(as stated in post 2). If consistent, it may even have infinite solution.

For underdetermined system, it is mostly consistent but it can be inconsistent. If consistent, it must have infinite solution.So, "Does infinite solutions imply the row vectors are linearly dependent?"
Ans: Yes for overdetermined system(4x3 in your example). No for underdetermined system,
e.g
x+y+z=2
x+y+2z=3

have infinite solutions but the row vectors are linearly independent.
 
Last edited:

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