Questions about matrices and vectors:Why does the dot product of

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SUMMARY

The discussion centers on the geometric interpretations of the dot product and matrix multiplication, specifically addressing why the dot product of vectors a and b equals |a||b|cos(angle between a and b. It clarifies that the vectors of a matrix can be either columns or rows. Additionally, it explains that a zero determinant indicates overlapping vectors, while the absolute value of a determinant represents the area formed by vectors a, b, and a+b. The sign of the determinant indicates orientation, with positive values representing a counterclockwise orientation and negative values indicating a clockwise orientation.

PREREQUISITES
  • Understanding of vector operations, specifically the dot product.
  • Familiarity with matrix theory, including determinants.
  • Knowledge of geometric interpretations of mathematical concepts.
  • Basic trigonometry, particularly the cosine function.
NEXT STEPS
  • Explore the geometric interpretation of matrix multiplication in detail.
  • Investigate the implications of positive and negative determinants through specific examples.
  • Learn about the conditions under which the cosine of the angle between vectors is negative.
  • Study the relationship between vector orientation and determinant values in linear algebra.
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Students and professionals in mathematics, physics, and engineering who seek to deepen their understanding of linear algebra concepts, particularly those involving vectors and matrices.

okkvlt
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Questions about matrices and vectors:


Why does the dot product of a and b equal |a||b|cos(angle between a and b)

are the vectors of a matrix the columns or the rows, or can it be either?

I know a 0 determinant of a matrix means the vectors lie on top of each other, and the absolute value of a determinant is the area of the shape formed by a,b, and a+b, but what is the geometrical meaning of a negative versus a positive determinant?

Seing as the dot product of vectors has a geometrical interperetation, I am wondering what is the geometrical interperetation of matrix multiplication.
 
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okkvlt said:
Questions about matrices and vectors:


Why does the dot product of a and b equal |a||b|cos(angle between a and b)

are the vectors of a matrix the columns or the rows, or can it be either?

I know a 0 determinant of a matrix means the vectors lie on top of each other, and the absolute value of a determinant is the area of the shape formed by a,b, and a+b, but what is the geometrical meaning of a negative versus a positive determinant?

Seing as the dot product of vectors has a geometrical interperetation, I am wondering what is the geometrical interperetation of matrix multiplication.

Try looking at cases where the determinant is positive and those negative. After about 3 examples, you might get an idea.

Or look at the equation |a||b|cos(angle ab), when is it negative? It is negative when cos is negative, and when is that?
 

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