Math

hard probability problems ,hard calculus, medium trigonometry

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1. A fair coin is flipped until either two consecutive heads or two consecutive tails appear. What is the expected number of flips?

Solution
Correct: A
Let E be the expected number. After the first flip, the second flip either matches (game ends in 2 flips) or mismatches (game continues). With probability 1/2 the game ends in 2 flips. With probability 1/2 we are back to the start but have spent 2 flips. Thus E = 1/2·2 + 1/2·(2 + E). Solving gives E = 3.

2. Evaluate the integral from 0 to 1 of x^3 ln x dx.

Solution
Correct: A
Use integration by parts: u = ln x, dv = x^3 dx ⇒ du = dx/x, v = x^4/4. The integral becomes [x^4 ln x / 4]_0^1 - ∫0^1 x^3/4 dx. The boundary term is 0 (limit as x→0+ of x^4 ln x = 0) and the remaining integral is -1/4 · [x^4/4]_0^1 = -1/16.

3. In triangle ABC angle A = 60°, side b = 5, side c = 8. Find the length of side a.

Solution
Correct: A
By the Law of Cosines: a² = b² + c² - 2bc cos A = 25 + 64 - 2·5·8·cos 60° = 89 - 80·0.5 = 89 - 40 = 49. Thus a = 7.

4. Two numbers are chosen independently and uniformly from [0,1]. What is the probability that their product is less than 1/2?

Solution
Correct: A
The probability is the area under xy < 1/2 in the unit square. For x ≤ 1/2 the entire vertical strip satisfies xy < 1/2 (area 1/2). For x > 1/2 the height is 1/(2x), so integrate 1/(2x) from 1/2 to 1 giving (ln 2)/2. Total area = 1/2 + (ln 2)/2 = (1 + ln 2)/2.

5. Find the derivative of y = x^(x^2) at x = 1.

Solution
Correct: B
Take ln: ln y = x^2 ln x. Differentiate implicitly: y'/y = 2x ln x + x^2·1/x = 2x ln x + x. At x = 1, y = 1 and ln x = 0, so y' = 1·(0 + 1) = 1.

6. A bag contains 3 red and 5 blue marbles. Three marbles are drawn without replacement. What is the probability that exactly two are blue?

Solution
Correct: C
Total ways C(8,3)=56. Favorable: choose 2 blue from 5 and 1 red from 3: C(5,2)·C(3,1)=10·3=30. Probability=30/56=15/28.

7. Evaluate lim x→0 (sin x - x)/x^3.

Solution
Correct: A
Use Taylor series: sin x = x - x^3/6 + O(x^5). Then (sin x - x)/x^3 = (-x^3/6)/x^3 = -1/6.

8. If sin θ + cos θ = 1.2, find sin 2θ.

Solution
Correct: C
Square both sides: (sin θ + cos θ)^2 = 1.44 ⇒ sin²θ + 2 sin θ cos θ + cos²θ = 1.44 ⇒ 1 + sin 2θ = 1.44 ⇒ sin 2θ = 0.44.

9. A continuous random variable X has pdf f(x)=2x on [0,1]. Find P(X ≤ 0.5).

Solution
Correct: A
Integrate pdf: ∫0^0.5 2x dx = [x^2]_0^0.5 = 0.25.

10. Find the area between y = x^2 and y = 2x - x^2.

Solution
Correct: A
Intersection: x^2 = 2x - x^2 ⇒ 2x^2 - 2x = 0 ⇒ x=0,1. Area = ∫0^1 (2x - x^2 - x^2) dx = ∫0^1 (2x - 2x^2) dx = [x^2 - 2x^3/3]_0^1 = 1 - 2/3 = 1/3.

11. A die is rolled 4 times. What is the probability of exactly two 6's?

Solution
Correct: D
Binomial: n=4, k=2, p=1/6. P=C(4,2)(1/6)^2(5/6)^2=C(4,2)·25/6^4.

12. Evaluate ∫ ln x dx.

Solution
Correct: A
Integration by parts: u=ln x, dv=dx ⇒ du=dx/x, v=x. ∫ ln x dx = x ln x - ∫ x·dx/x = x ln x - x + C.

13. In a right triangle, one acute angle is twice the other. Find the sine of the smaller acute angle.

Solution
Correct: D
Angles 30° and 60°. Smaller is 30°, sin 30°=1/2.

14. A point is chosen uniformly inside a unit square. What is the probability that its distance to the nearest side is less than 0.25?

Solution
Correct: B
The region where distance ≥0.25 is a smaller square of side 0.5 centered, area 0.25. So probability distance <0.25 is 1-0.25=0.75.

15. Find the minimum value of y = x^4 - 4x^3 + 6x^2 - 4x + 1 on [0,2].

Solution
Correct: A
Notice y=(x-1)^4. Minimum at x=1, y=0.

16. Two cards are drawn without replacement from a 52-card deck. What is the probability both are aces?

Solution
Correct: A
C(4,2)=6 ways to choose 2 aces, C(52,2)=1326 total. Probability=6/1326=1/221.

17. Evaluate ∫0^π sin^2 x dx.

Solution
Correct: A
Use identity sin^2 x = (1 - cos 2x)/2. Integral becomes 1/2 ∫0^π (1 - cos 2x) dx = 1/2 [x - sin 2x/2]_0^π = 1/2·π = π/2.

18. If tan θ = 3/4 and θ is acute, find cos 2θ.

Solution
Correct: A
cos 2θ = (1 - tan^2 θ)/(1 + tan^2 θ) = (1 - 9/16)/(1 + 9/16) = (7/16)/(25/16) = 7/25.

19. A geometric distribution has success probability p=0.2. What is the probability that the first success occurs on the 4th trial?

Solution
Correct: A
P(X=4)=q^{k-1}p=0.8^3·0.2.

20. Find the derivative of y = e^(x^2) at x = 0.

Solution
Correct: A
Chain rule: y' = e^(x^2)·2x. At x=0, y'=0.

21. A class has 10 boys and 15 girls. If 6 students are chosen at random, what is the probability that exactly 4 are girls?

Solution
Correct: A
Hypergeometric: C(15,4) ways to choose girls, C(10,2) for boys, total C(25,6).

22. Evaluate ∫ x e^x dx.

Solution
Correct: A
Integration by parts: u=x, dv=e^x dx ⇒ du=dx, v=e^x. ∫ x e^x dx = x e^x - ∫ e^x dx = x e^x - e^x + C.

23. In triangle ABC angle C = 90°, angle A = 30°, hypotenuse c = 10. Find side a.

Solution
Correct: A
Side opposite 30° is half hypotenuse: a = c sin A = 10·sin 30° = 5.

24. A Poisson random variable has mean λ=3. Find P(X=2).

Solution
Correct: A
Poisson pmf: P(X=k)=λ^k e^{-λ}/k!. For k=2: 3^2 e^{-3}/2 = 9e^{-3}/2.

25. Find the area under y = 1/x from x=1 to x=e.

Solution
Correct: A
∫1^e dx/x = [ln x]_1^e = ln e - ln 1 = 1 - 0 = 1.

26. If sin θ = 0.6 and θ is acute, find tan θ.

Solution
Correct: A
cos θ = √(1 - 0.6^2) = 0.8, tan θ = sin/cos = 0.6/0.8 = 3/4 = 0.75.

27. A bag has 4 red and 6 white balls. Three are drawn with replacement. What is the probability of exactly two red?

Solution
Correct: A
Binomial with n=3, k=2, p=4/10=0.4. P=C(3,2)(0.4)^2(0.6).

28. Evaluate lim x→∞ (1 + 2/x)^x.

Solution
Correct: A
Standard limit form: lim (1 + a/x)^x = e^a. Here a=2, so e^2.

29. Find the maximum value of f(x) = -x^2 + 4x - 3 on [0,4].

Solution
Correct: A
Parabola opens downward, vertex at x = -b/(2a) = 4/2 = 2. f(2) = -4 + 8 - 3 = 1.

30. A continuous random variable X is uniform on [0,10]. Find P(2 ≤ X ≤ 5).

Solution
Correct: A
Width of interval is 3, total width 10, probability = 3/10 = 0.3.

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