Linear Algebra - number of entries

In summary, a symmetric matrix can have any number of entries chosen independently, while a skew-symmetric matrix has a_{ij} = -a_{ji} and only the entries above or below the main diagonal can be chosen independently.
  • #1
Dafe
145
0

Homework Statement


a) How many entries can be chosen independently, in a symmetric matrix of order n?

b) How many entries can be chosen independently, in a skew-symmetric matrix of order n?

Homework Equations





The Attempt at a Solution



All I know are the definitions of a symmetric and a skew symmetric matrix.
I don't understand the problem, what does chosen independently mean? Is this a sum of some sort? Any hints are greatly appreciated!
 
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  • #2
a) I think that all the entries in the first row of a symmetric matrix may be chosen independently. And I also think that the "last" entry is independent. (the bottom right corner entry).

b) I would think that all entries are independent in a skew-symmetric matrix..

anyone? Thank you.
 
  • #3
It would have helped if you had given some reason why you "think" those things!

When you don't understand something, look at simple examples. If A is a 2 by 2 matrix, it can be written as
[tex]\left[\begin{array}{cc}a_{11} & a_{12} \\ a_{21} & a_{22}\end{array}\right][/tex]

If no other conditions on A are given, you would be free to choose the four numbers to be anything you want- you have "four independent choices".

Now suppose A is symmetric- that means [itex]a_{12}= a_{22}[/itex]. You can still choose [itex]a_{11}[/itex] and [itex]a_{22}[/itex] to be anything you want and you can choose either [itex]a_{12}[/itex] or [itex]a_{21}[/itex] to be anything you want but as soon as you choose one of them the other must be the same- you have three independent choices.

Suppose A is skew-symmetric. Then [itex]a_{ij}= -a_{ji}[/itex]. No, you are NOT free to choose all entries independently! For one thing, on the diagonal you must have [itex]a_{ii}= -a_{ii}[/itex] which means each diagonal element must be 0! In our 2 by 2 case, [itex]a_{11}= a_{22}= 0[/itex]. We can choose either [itex]a_{12}[/itex] or [itex]a_{21}[/itex] but once you have chosen one of them, the other is the negative of that. You have only one independent choice.

Some of the things you will have to figure out to do this: in an n by n matrix, how many entries are there on the main diagonal? How many entries are there above the main diagonal? How many entries are the below the main diagonal? Think about the definitions of "symmetric" and "skew-symmetric" to see why you need to know those numbers and the answers to these questions should be easy.
 
  • #4
HallsofIvy said:
Some of the things you will have to figure out to do this: in an n by n matrix, how many entries are there on the main diagonal? How many entries are there above the main diagonal? How many entries are the below the main diagonal? Think about the definitions of "symmetric" and "skew-symmetric" to see why you need to know those numbers and the answers to these questions should be easy.

As it is never good to leave things unresolved, I will give this problem a try several months after posting it.

There are n entries on the main diagonal.
There are [tex]\frac{(n-1)n}{2}[/tex] entries above/below the main diagonal.

I think of this as a triangle with width (n-1) and height n with area [tex]\frac{(n-1)n}{2}[/tex].

As mister HallsOfIvy writes, a skew-symmetric matrix has [tex]a_{ij} = -a_{ji}[/tex], which means that only the entries above or below the main diagonal can be chosen independently.
And thus the answer is:

[tex]\frac{(n-1)n}{2}[/tex]

Thank you.
 

1. What is the definition of a linear algebra?

Linear algebra is a branch of mathematics that deals with linear equations and linear functions, and their representations in vectors and matrices. It studies the properties and operations of these mathematical objects and their applications in various fields such as physics, engineering, and computer science.

2. What is the importance of linear algebra in scientific research?

Linear algebra is a fundamental tool in scientific research as it provides a way to model and solve complex systems and problems. It is used in various fields, including data analysis, machine learning, image processing, and quantum mechanics, to name a few. It allows scientists to represent and manipulate data in a more efficient and concise manner, making it an essential tool in modern scientific research.

3. How is the number of entries in a linear algebra related to its complexity?

The number of entries in a linear algebra, such as the dimensions of a matrix or the size of a vector, directly affects its complexity. As the number of entries increases, the operations and computations involved in solving a problem become more complex. Therefore, the larger the number of entries, the more challenging it becomes to solve a linear algebra problem.

4. Can the number of entries in a linear algebra be reduced?

Yes, the number of entries in a linear algebra can be reduced through various methods, such as simplifying the equations or using techniques like row reduction and matrix factorization. By reducing the number of entries, the complexity of the problem is also reduced, making it easier to solve.

5. How does the number of entries in a linear algebra affect its computational efficiency?

The number of entries in a linear algebra can significantly impact its computational efficiency. As the number of entries increases, the time and resources required to solve the problem also increase. Therefore, it is essential to consider the number of entries in a linear algebra when designing algorithms and solving problems to improve computational efficiency.

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