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Worked Examples · Example 2

Q.Two fair coins are tossed together, and XX denotes the number of heads obtained. Construct the probability distribution (probability mass function) of XX, and verify that it satisfies the conditions of a valid probability distribution.

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✓ Free question

The sample space when two fair coins are tossed is S={HH,HT,TH,TT}S = \{HH, HT, TH, TT\}, with each of the 4 outcomes equally likely, so each has probability 14\tfrac{1}{4}.

Let XX = number of heads obtained:

  • TTTT gives X=0X = 0
  • HTHT and THTH each give X=1X = 1
  • HHHH gives X=2X = 2

So XX can take the values 0,1,20, 1, 2, with:

P(X=0)=14,P(X=1)=24=12,P(X=2)=14P(X=0) = \frac{1}{4}, \qquad P(X=1) = \frac{2}{4} = \frac{1}{2}, \qquad P(X=2) = \frac{1}{4}

This gives the probability distribution table:

xix_i012
pip_i14\tfrac{1}{4}12\tfrac{1}{2}14\tfrac{1}{4}

Verification of validity:

  • Every pi≥0p_i \geq 0: yes, 14,12,14\tfrac{1}{4}, \tfrac{1}{2}, \tfrac{1}{4} are all positive.
  • ∑pi=1\sum p_i = 1: 14+12+14=14+24+14=44=1\tfrac{1}{4} + \tfrac{1}{2} + \tfrac{1}{4} = \tfrac{1}{4} + \tfrac{2}{4} + \tfrac{1}{4} = \tfrac{4}{4} = 1, so this condition also holds.

Both conditions for a valid p.m.f. are satisfied.

✓Final answer

Probability distribution: P(X=0)=14P(X=0)=\tfrac{1}{4}, P(X=1)=12P(X=1)=\tfrac{1}{2}, P(X=2)=14P(X=2)=\tfrac{1}{4}; sum =1=1, so it is a valid probability distribution.

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