A Quick Multiple choice for marginal density function

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SUMMARY

The discussion centers on the marginal density function f(y) derived from a joint continuous probability density defined over a triangular region formed by the points (0,−1), (2,0), and (0,1). The consensus is that the marginal density function is neither an increasing nor a decreasing function, as it starts at y=-1, increases to a peak, and then decreases back to zero at y=1. This behavior indicates that the marginal density cannot be classified without additional information about the joint density function's characteristics.

PREREQUISITES
  • Understanding of joint continuous probability density functions
  • Knowledge of marginal density functions
  • Familiarity with integration concepts in probability
  • Basic geometry of triangles in a Cartesian plane
NEXT STEPS
  • Study the properties of joint continuous probability density functions
  • Learn about marginal density functions and their derivation
  • Explore integration techniques for probability distributions
  • Investigate uniform distributions over geometric shapes
USEFUL FOR

Statisticians, data scientists, and students studying probability theory who are interested in understanding the behavior of marginal density functions in relation to joint distributions.

Askhwhelp
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Given a plane with three points, (0,−1), (2,0), and (0,1) with x-axis and y-axis connecting three points to make a triangle. Suppose this triangle represents the support for a joint continuous probability density Pick one of the following:

The marginal density f(y), defined as ∫f(x,y)dx.

i) is an increasing function

ii) is a decreasing function

iii) is neither an increasing or decreasing function

iv) cannot be classified according to its increasing or decreasing character without more
information.

Explain you choice

I pick (iii) when the marginal density function begins at y=-1, it must increase at some point before y=1 since the PDF has to be able to integrate to 1 ..on the other than when it got to y=1 ...it must decrease back to 0...so the marginal density function f(y) could not be increasing or decreasing function right...therefore, the answer would be neither increasing nor decreasing
 
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Askhwhelp said:
Suppose this triangle represents the support for a joint continuous probability density
Not sure what that means. Does it mean that the joint density function is uniform over that triangle and zero everywhere else?
 
haruspex said:
Not sure what that means. Does it mean that the joint density function is uniform over that triangle and zero everywhere else?

the triangle is just the support which is the 2D plane (x- and y-axis), we do not know what the joint density behaves
 

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