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Question: Two numbers are selected independently at random in the interval $[0, 1]$. If the smaller one is les...

Two numbers are selected independently at random in the interval [0,1][0, 1]. If the smaller one is less than 1/31/3, then find the probability that the larger one is greater than 3/43/4.

Answer

3/10

Explanation

Solution

Let XX and YY be the two numbers selected independently at random from the interval [0,1][0, 1]. The sample space is the unit square [0,1]×[0,1][0, 1] \times [0, 1] with area 1. The probability of any event is the area of the corresponding region in the unit square.

Let U=min(X,Y)U = \min(X, Y) and V=max(X,Y)V = \max(X, Y). We are given the event B:U<1/3B: U < 1/3. We want to find the probability of the event A:V>3/4A: V > 3/4, given BB. This is P(AB)=P(AB)P(B)P(A \mid B) = \frac{P(A \cap B)}{P(B)}.

First, let's find P(B)=P(min(X,Y)<1/3)P(B) = P(\min(X, Y) < 1/3). The complementary event is Bc:min(X,Y)1/3B^c: \min(X, Y) \ge 1/3. This means X1/3X \ge 1/3 and Y1/3Y \ge 1/3. The region for BcB^c is the square [1/3,1]×[1/3,1][1/3, 1] \times [1/3, 1]. The side length of this square is 11/3=2/31 - 1/3 = 2/3. The area of this square is (2/3)2=4/9(2/3)^2 = 4/9. So, P(Bc)=4/9P(B^c) = 4/9. P(B)=P(min(X,Y)<1/3)=1P(Bc)=14/9=5/9P(B) = P(\min(X, Y) < 1/3) = 1 - P(B^c) = 1 - 4/9 = 5/9.

Next, let's find P(AB)=P(max(X,Y)>3/4 and min(X,Y)<1/3)P(A \cap B) = P(\max(X, Y) > 3/4 \text{ and } \min(X, Y) < 1/3). The condition max(X,Y)>3/4\max(X, Y) > 3/4 means X>3/4X > 3/4 or Y>3/4Y > 3/4. The condition min(X,Y)<1/3\min(X, Y) < 1/3 means X<1/3X < 1/3 or Y<1/3Y < 1/3.

We are looking for the area of the region where (X>3/4 or Y>3/4)(X > 3/4 \text{ or } Y > 3/4) AND (X<1/3 or Y<1/3)(X < 1/3 \text{ or } Y < 1/3). Let's analyze the four possible combinations of the conditions:

  1. (X>3/4X > 3/4) AND (X<1/3X < 1/3): This is impossible since 1/3<3/41/3 < 3/4.
  2. (X>3/4X > 3/4) AND (Y<1/3Y < 1/3): This region is the rectangle (3/4,1]×[0,1/3)(3/4, 1] \times [0, 1/3). The area is (13/4)×(1/30)=(1/4)×(1/3)=1/12(1 - 3/4) \times (1/3 - 0) = (1/4) \times (1/3) = 1/12. For any point (X,Y)(X, Y) in this region, X>3/4X > 3/4 and Y<1/3Y < 1/3. Since 3/4>1/33/4 > 1/3, we have X>YX > Y. So max(X,Y)=X>3/4\max(X, Y) = X > 3/4 and min(X,Y)=Y<1/3\min(X, Y) = Y < 1/3. This region satisfies both conditions.
  3. (Y>3/4Y > 3/4) AND (X<1/3X < 1/3): This region is the rectangle [0,1/3)×(3/4,1][0, 1/3) \times (3/4, 1]. The area is (1/30)×(13/4)=(1/3)×(1/4)=1/12(1/3 - 0) \times (1 - 3/4) = (1/3) \times (1/4) = 1/12. For any point (X,Y)(X, Y) in this region, X<1/3X < 1/3 and Y>3/4Y > 3/4. Since 1/3<3/41/3 < 3/4, we have X<YX < Y. So max(X,Y)=Y>3/4\max(X, Y) = Y > 3/4 and min(X,Y)=X<1/3\min(X, Y) = X < 1/3. This region satisfies both conditions.
  4. (Y>3/4Y > 3/4) AND (Y<1/3Y < 1/3): This is impossible since 1/3<3/41/3 < 3/4.

The region for (AB)(A \cap B) is the union of the two disjoint rectangles from combinations 2 and 3: R1={(X,Y)3/4<X1,0Y<1/3}R_1 = \{(X, Y) \mid 3/4 < X \le 1, 0 \le Y < 1/3 \} R2={(X,Y)0X<1/3,3/4<Y1}R_2 = \{(X, Y) \mid 0 \le X < 1/3, 3/4 < Y \le 1 \} The total area of this region is Area(R1R_1) + Area(R2R_2) = 1/12+1/12=2/12=1/61/12 + 1/12 = 2/12 = 1/6. So, P(AB)=1/6P(A \cap B) = 1/6.

Finally, the conditional probability is P(AB)=P(AB)P(B)=1/65/9P(A \mid B) = \frac{P(A \cap B)}{P(B)} = \frac{1/6}{5/9}. P(AB)=16×95=930=310P(A \mid B) = \frac{1}{6} \times \frac{9}{5} = \frac{9}{30} = \frac{3}{10}.

The final answer is 310\frac{3}{10}.

In summary:

  • P(B)=5/9P(B) = 5/9
  • P(AB)=1/6P(A \cap B) = 1/6
  • P(AB)=1/65/9=310P(A \mid B) = \frac{1/6}{5/9} = \frac{3}{10}