Help with figuring out Linear Dependency

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In summary, the conversation discusses determining if a list of functions is linearly dependent or not. The person has tried to solve the problems but is unsure about some of them. They mention that some functions are definitely linearly independent because they are not multiples of each other, but this reasoning does not work when there are more than two functions. The conversation also mentions setting up an equation to determine linear (in)dependency and proving that this equation only holds when the coefficients for each function are set equal to zero.
  • #1
mikehsiao789
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Homework Statement


Hello, I have been given a list of functions and I need to figure out if they are linearly dependent or not. I've been trying to solve the problems for a while but I cannot figure out which ones are wrong. The list of functions are on my webpage at: http://vantraveller.blogspot.ca/2013/09/linear-dependency-question.html


Homework Equations



http://vantraveller.blogspot.ca/2013/09/linear-dependency-question.html

The Attempt at a Solution


For sure, I know cos^2(x) and sin^2(x), x and x^2, 1+ln(x) and 1-ln(x) is linearly independent because they are not multiples of each other, but with regards to the others, I am not to sure.
 
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  • #2
Set up the equation that must govern linear (in)dependency.
Prove that the equation only holds when the coefficients for each function is set equal to zero.
 
  • #3
mikehsiao789 said:
For sure, I know cos^2(x) and sin^2(x), x and x^2, 1+ln(x) and 1-ln(x) is linearly independent because they are not multiples of each other, but with regards to the others, I am not to sure.
That's not a good reason. If you have two functions, it's easy to tell whether each is a multiple of the other, but with three or more functions, that thinking doesn't work any more. For example, {sin2(x), cos2(x), 1} is a linearly dependent set. No function is a multiple of any other in the set, but the equation c1 * sin2(x) + c2 * cos2(x) + c3 * 1 = 0 has a solution in which not all of the constants are zero.
 

FAQ: Help with figuring out Linear Dependency

What is linear dependency?

Linear dependency is a mathematical concept that describes the relationship between two or more variables. It occurs when one variable can be expressed as a combination of other variables.

2. How can I tell if variables are linearly dependent?

To determine if variables are linearly dependent, you can use the method of elimination. This involves setting up a system of equations and solving for the variables. If one variable can be expressed in terms of the others, then the variables are linearly dependent.

3. What is the difference between linear dependency and linear independence?

Linear dependency and linear independence are opposite concepts. Linear dependency occurs when one variable can be expressed as a combination of others, while linear independence occurs when no such relationship exists.

4. How does linear dependency impact data analysis?

Linear dependency can impact data analysis by creating multicollinearity, which is when two or more variables in a regression model are highly correlated. This can lead to inaccurate results and make it difficult to determine the true relationship between variables.

5. How can I address linear dependency in my analysis?

If linear dependency is present in your data, you can address it by removing one of the dependent variables, transforming the data, or using different statistical methods. It is important to carefully consider the best approach for your specific data set and research question.

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