Random Variables and Probability Distributions
Telangana Board · Class 12 · Mathematics
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Key Topics to Revise
Random Variables - Definition and Types
- A random variable is a function X: S → R that assigns real numbers to outcomes of a random experiment
- Random variables convert outcomes into measurable quantities for mathematical analysis
- Discrete random variables have countable outcomes (finite or countably infinite)
Probability Distribution of Discrete Random Variables
- Probability distribution lists all possible values and their probabilities
- Two fundamental conditions: P(xi) ≥ 0 and Σ P(xi) = 1
- Can be represented in tabular form for easy visualization
Mean, Variance and Standard Deviation
- Mean (μ) represents the expected value or average outcome
- Variance (σ²) measures spread or dispersion of the distribution
- Standard deviation (σ) is the square root of variance
Binomial Distribution
- Models number of successes in n independent Bernoulli trials
- Has two parameters: n (trials) and p (success probability)
- Each trial has only two outcomes: success (p) or failure (q = 1-p)
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