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JEE Main 2023
Statistics & Probability
Probability
Hard

Question

Let A be the event that the absolute difference between two randomly choosen real numbers in the sample space [0,60][0,60] is less than or equal to a . If P(A)=1136\mathrm{P}(\mathrm{A})=\frac{11}{36}, then a\mathrm{a} is equal to _______.

Answer: 11

Solution

Here's a clear, educational, and well-structured solution to the problem.


1. Key Concepts and Formulas

  • Geometric Probability: For continuous random variables, probability can be found by comparing geometric measures (lengths, areas, or volumes). P(Event)=Measure of Favorable RegionMeasure of Sample SpaceP(\text{Event}) = \frac{\text{Measure of Favorable Region}}{\text{Measure of Sample Space}}
  • Absolute Value Inequality: An inequality of the form ZK|Z| \le K is equivalent to KZK-K \le Z \le K. This is crucial for defining the region of interest.
  • Area of a Square and Triangle: Standard formulas for calculating the areas of these basic geometric shapes will be used.

2. Step-by-Step Solution

Step 1: Define the Sample Space (S\mathcal{S})

  • What we are doing: We are choosing two real numbers, xx and yy, independently and uniformly from the interval [0,60][0, 60]. We represent these pairs as points (x,y)(x,y) in a 2D Cartesian plane.
  • Why this approach: This allows us to visualize all possible outcomes as a geometric region.
  • Defining the boundaries: Since x[0,60]x \in [0, 60] and y[0,60]y \in [0, 60], the possible values are constrained by: 0x600 \le x \le 60 0y600 \le y \le 60
  • Geometric representation: These inequalities define a square region in the xyxy-plane with vertices at (0,0)(0,0), (60,0)(60,0), (60,60)(60,60), and (0,60)(0,60).
  • Calculating the measure (Area): The area of this square represents the total measure of our sample space. Area(S)=(side length)2=(60)2=3600 square units\text{Area}(\mathcal{S}) = (\text{side length})^2 = (60)^2 = 3600 \text{ square units} This value will be the denominator in our probability calculation.

Step 2: Define the Event Space (E\mathcal{E}) for Event A

  • What we are doing: Event A is defined by the condition that the absolute difference between the two chosen numbers, xx and yy, is less than or equal to aa. We need to translate this condition into inequalities that can be graphed.
  • Why breaking down absolute value: The absolute value inequality is best handled by converting it into two linear inequalities, which are easier to work with geometrically.
  • Translating the condition: The condition for Event A is xya|x - y| \le a. Using the property of absolute value inequalities, this is equivalent to: axya-a \le x - y \le a This gives us two separate inequalities:
    1. xya    yxax - y \le a \implies y \ge x - a
    2. xya    yx+ax - y \ge -a \implies y \le x + a
  • Combining with sample space boundaries: The event space E\mathcal{E} consists of all points (x,y)(x, y) that satisfy all of the following conditions:
    • 0x600 \le x \le 60
    • 0y600 \le y \le 60
    • yxay \ge x - a
    • yx+ay \le x + a

Step 3: Visualize and Calculate the Area of the Event Space

  • What we are doing: We will find the area of the region defined by Event A within the sample space square. A common strategy for this type of problem is to calculate the area of the complementary event (where the condition is not met) and subtract it from the total sample space area.
  • Why use the complementary event: The region defined by xya|x-y| \le a is a band around the line y=xy=x. Calculating its area directly can be done by considering it as a hexagon, but subtracting the areas of the two corner triangles (the complementary event) is often simpler.
  • Complementary Event (Ec\mathcal{E}^c): The complementary event occurs when xy>a|x - y| > a, which means either xy>ax - y > a or xy<ax - y < -a.
    • y<xay < x - a (Region below the line y=xay = x - a)
    • y>x+ay > x + a (Region above the line y=x+ay = x + a)
  • Condition for 'a': For the probability to be between 0 and 1 (exclusive), aa must be greater than 0 and less than 60. If a=0a=0, P(A)=0P(A)=0. If a60a \ge 60, P(A)=1P(A)=1. So, we assume 0<a<600 < a < 60.
  • Area of the complementary region:
    1. Region 1 (y>x+ay > x + a): This region, bounded by y=x+ay=x+a, x=0x=0, and y=60y=60, forms a right-angled triangle in the upper-left corner of the sample space.
      • The line y=x+ay = x + a intersects x=0x=0 at (0,a)(0, a) and y=60y=60 at (60a,60)(60-a, 60).
      • The vertices of this triangle are (0,a)(0, a), (0,60)(0, 60), and (60a,60)(60-a, 60).
      • Its base length (along x=0x=0) is 60a60-a. Its height (along y=60y=60) is 60a60-a.
      • Area of this triangle =12×(60a)×(60a)=12(60a)2= \frac{1}{2} \times (60-a) \times (60-a) = \frac{1}{2}(60-a)^2.
    2. Region 2 (y<xay < x - a): This region, bounded by y=xay=x-a, y=0y=0, and x=60x=60, forms another right-angled triangle in the lower-right corner.
      • The line y=xay = x - a intersects y=0y=0 at (a,0)(a, 0) and x=60x=60 at (60,60a)(60, 60-a).
      • The vertices of this triangle are (a,0)(a, 0), (60,0)(60, 0), and (60,60a)(60, 60-a).
      • Its base length (along y=0y=0) is 60a60-a. Its height (along x=60x=60) is 60a60-a.
      • Area of this triangle =12×(60a)×(60a)=12(60a)2= \frac{1}{2} \times (60-a) \times (60-a) = \frac{1}{2}(60-a)^2.
    • Total Area of Complementary Event: The sum of the areas of these two triangles is: Area(Ec)=12(60a)2+12(60a)2=(60a)2\text{Area}(\mathcal{E}^c) = \frac{1}{2}(60-a)^2 + \frac{1}{2}(60-a)^2 = (60-a)^2
  • Area of the Favorable Region: Now, we subtract the unfavorable area from the total sample space area: Area(E)=Area(S)Area(Ec)\text{Area}(\mathcal{E}) = \text{Area}(\mathcal{S}) - \text{Area}(\mathcal{E}^c) Area(E)=3600(60a)2\text{Area}(\mathcal{E}) = 3600 - (60-a)^2

Step 4: Calculate the Probability and Solve for 'a'

  • What we are doing: We are given P(A)=1136P(A) = \frac{11}{36}. We will use the geometric probability formula to set up an equation and solve for aa.
  • Why this setup: This directly links the given probability to our geometric model, allowing us to find the unknown parameter 'a'. Using the geometric probability formula: P(A)=Area(E)Area(S)P(A) = \frac{\text{Area}(\mathcal{E})}{\text{Area}(\mathcal{S})} Substitute the calculated areas and the given probability: 1136=3600(60a)23600\frac{11}{36} = \frac{3600 - (60-a)^2}{3600} To solve for aa, multiply both sides by 3600: 11×360036=3600(60a)211 \times \frac{3600}{36} = 3600 - (60-a)^2 11×100=3600(60a)211 \times 100 = 3600 - (60-a)^2 1100=3600(60a)21100 = 3600 - (60-a)^2 Rearrange the equation to isolate (60a)2(60-a)^2: (60a)2=36001100(60-a)^2 = 3600 - 1100 (60a)2=2500(60-a)^2 = 2500 Take the square root of both sides. Remember that X2=X\sqrt{X^2} = |X|: 60a=2500|60-a| = \sqrt{2500} 60a=50|60-a| = 50 This absolute value equation gives two possible scenarios:
    1. 60a=5060 - a = 50 a=6050a = 60 - 50 a=10a = 10
    2. 60a=5060 - a = -50 a=60+50a = 60 + 50 a=110a = 110
  • Why check the solutions: The parameter aa represents a maximum absolute difference between two numbers chosen from [0,60][0,60]. The maximum possible difference is 600=6060-0=60. Therefore, aa must be in the range 0a600 \le a \le 60.
    • a=10a = 10 is within the valid range.
    • a=110a = 110 is outside the valid range (110>60110 > 60). This solution is not physically meaningful for this problem.

Therefore, the only valid value for aa is 1010.


3. Common Mistakes & Tips

  • Incorrect Absolute Value Expansion: A common mistake is to incorrectly expand xya|x-y| \le a as just xyax-y \le a. Always remember it implies two inequalities: axya-a \le x-y \le a.
  • Overlooking the Range of 'a': Always check if your calculated value of 'a' makes sense in the context of the problem. For differences like xya|x-y| \le a within an interval [0,L][0, L], aa must be between 00 and LL.
  • Calculation Errors: Be careful with arithmetic, especially when squaring or taking square roots. Double-check your algebra.

4. Summary

We used geometric probability to solve this problem. The sample space was represented by a 60×6060 \times 60 square with an area of 36003600. The event space, defined by xya|x-y| \le a, was found by subtracting the area of its complementary event (two right-angled triangles) from the total sample space area, resulting in 3600(60a)23600 - (60-a)^2. By equating the ratio of the event space area to the sample space area with the given probability 1136\frac{11}{36}, we set up an equation. Solving this equation yielded two possible values for aa, 1010 and 110110. Considering the valid range for aa (i.e., 0a600 \le a \le 60), we concluded that a=10a=10.


The final answer is 10\boxed{10}.

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