Let f(z) be the continuous probability density function of a random variable z. The probability that a < z <= b is:
A. f(b) - f(a)
B. f(b - a)
C. integral_{a}^{b} f(z) dz
D. integral_{a}^{b} f(z) dz [Note: same as C but asking about the role of f as a density]
GATE 2005 · Engineering Mathematics · Random Variable · easy
Answer: C. integral_{a}^{b} f(z) dz
Apply the definition of probability for a continuous RV: For any continuous RV Z with PDF f(z), the probability that Z lies in (a, b] is the area under the PDF curve from a to b.
Eliminate other options: Option A: f(b)-f(a) is the difference of density values, not a probability. Option B: f(b-a) is the density at a single point b-a, also not a probability over an interval.