Math Problem Statement
Solution
Let's analyze and solve the given problem.
(a) Explain why the function is a probability density function (PDF)
To be a probability density function, a function must satisfy two conditions:
- for all .
- The total area under the curve (the integral of the function over its domain) must equal 1.
From the graph, we can see that:
- The function for all values of between 0 and 10.
- The total area under the graph (a triangle) must be equal to 1.
Thus, the correct explanation is: "The total area under the graph of the function is 1."
(b) Find the probabilities
To compute the probabilities, we need to calculate the area under the curve for the respective intervals.
-
The graph forms a triangle from 0 to 3, and the area under the curve up to 3 gives the probability. The height at is . The area of this triangle is: So, .
-
The interval from 3 to 6 is also a triangle, but its base is 3 (from to ) and its height at is 0.15 and at is 0.2. We calculate the area of this trapezoid: So, .
(c) Calculate the mean
For a probability density function, the mean is calculated as: Since the function is piecewise linear (triangles), we calculate it by dividing the area into two triangles and finding the weighted average based on the areas and their respective centroids. However, this requires performing exact integration over the domain of the function. Let me compute that step-by-step for accuracy:
- For the first interval (0 to 5): We have a triangle whose area we already calculated.
- For the second interval (5 to 10):
Ask a new question for Free
By Image
Drop file here or Click Here to upload
Math Problem Analysis
Mathematical Concepts
Probability Density Functions
Integration
Geometry of Triangles and Trapezoids
Formulas
Area of a triangle: (1/2) * base * height
Area of a trapezoid: (1/2) * (base1 + base2) * height
Mean of a PDF: μ = ∫ x f(x) dx
Theorems
The total area under a probability density function must equal 1.
The probability is the area under the curve between specific bounds.
Suitable Grade Level
Grade 11-12
Related Recommendation
Calculate the Mean of a Probability Density Function (PDF) with Linear Segments
Finding Mean and Median of a Continuous Random Variable with Given PDF
Find k, CDF, and Probabilities for a Continuous Random Variable X
Identifying Probability Interval from Shaded Area under a PDF Curve
Solve Probability Density Function Problem Step-by-Step