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Question

Consider the following statements regarding random variables :

1. A discrete random variable will have a countable number of distinct values.

2. Continuous random variable is defined for the system which generates a finite number of outcomes within a finite period of time.

Which of the above statements is/are correct?

The correct answer is
1 only

Random Variable Definitions Analysis

We need to evaluate the correctness of two statements regarding random variables.

Statement 1: Discrete Random Variable

  • Definition: A discrete random variable is characterized by taking on a finite number of distinct values or a countably infinite number of distinct values.
  • Analysis: The statement accurately describes a discrete random variable as having a "countable number of distinct values."
  • Conclusion: Statement 1 is correct.

Statement 2: Continuous Random Variable

  • Definition: A continuous random variable can take on any value within a given range or interval. The set of possible values is uncountable.
  • Analysis: The statement defines a continuous random variable as generating a "finite number of outcomes within a finite period of time." This is inaccurate. Continuous variables deal with uncountable possibilities, not finite outcomes within a timeframe. This description does not align with the standard definition.
  • Conclusion: Statement 2 is incorrect.

Final Conclusion

Based on the analysis, only statement 1 is correct. Therefore, the correct option is the one that includes "1 only".

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Important Questions from Random Variables

  1. If the odds in favour of any random event A are 5 ∶ 6, then the odds against the event are:

  2. If random variable X follows binomial distribution with parameter n and p with mean 15 and variance 10, then the value of mode is

  3. Let $X$ and $Y$ be continuous random variables with probability density functions $P_X(x)$ and $P_Y(y)$, respectively. Further, let $Y = X^2$ and $P_X(x) = \begin{cases} 1, & x\in (0,1] \\ 0, & \text{otherwise} \end{cases}$
    Which one of the following options is correct?

  4. Two fair dice (with faces labeled 1, 2, 3, 4, 5, and 6) are rolled. Let the random variable $X$ denote the sum of the outcomes obtained.
    The expectation of $X$ is __________ (rounded off to two decimal places).
  5. Let $X = aZ + b$, where $Z$ is a standard normal random variable, and $a, b$ are two unknown constants. It is given that
    $E[X] = 1$, $E[(X – E[X])Z] = –2$, $E[(X – E[X])^2] = 4$,
    where $E[X]$ denotes the expectation of random variable $X$. The values of $a, b$ are:
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