Probability Theory


Q1.

Consider a random experiment where two fair coins are tossed. Let A be the event that denotes HEAD on both the throws, B be the event that denotes HEAD on the first throw, and C be the event that denotes HEAD on the second throw. Which of the following statements is/are TRUE?
GateOverflow

Q2.

The lifetime of a component of a certain type is a random variable whose probability density function is exponentially distributed with parameter 2. For a randomly picked component of this type, the probability that its lifetime exceeds the expected lifetime (rounded to 2 decimal places) is _________
GateOverflow

Q3.

Consider Guwahati (G) and Delhi (D) whose temperatures can be classified as high (G), medium (M) and low (L). Let P(H_{G}) denote the probability that Guwahati has high temperature. Similarly, P(M_{G}) and P(L_{G} ) denotes the probability of Guwahati having medium and low temperatures respectively. Similarly, we use P(H_{D}),P(M_{D}) and P(L_{D}) for Delhi. The following table gives the conditional probabilities for Delhi's temperature given Guwahati's temperature. Consider the first row in the table above. The first entry denotes that if Guwahati has high temperature (H_{G}) then the probability of Delhi also having a high temperature (H_{D}) is 0.40; i.e., (H_{D}|H_{G}) = 0.40. Similarly, the next two entries are P(M_{D}| H_{G})= 0.48 and P(L_{D}|H_{G}) = 0.12. Similarly for the other rows. If it is known that P(H_{G})= 0.2, P(M_{G})= 0.5, andP(L_{G})= 0.3, then the probability (correct to two decimal places) that Guwahati has high temperature given that Delhi has high temperature is _______
GateOverflow

Q4.

In an examination, a student can choose the order in which two questions (QuesA and QuesB) must be attempted. If the first question is answered wrong, the student gets zero marks. If the first question is answered correctly and the second question is not answered correctly, the student gets the marks only for the first question. If both the questions are answered correctly, the student gets the sum of the marks of the two questions. The following table shows the probability of correctly answering a question and the marks of the question respectively. \begin{array}{c|c|c} \text{question} & \text{probabiloty of answering correctly} & \text{marks} \\ \hline \textsf{QuesA} & 0.8 & 10 \\ \textsf{QuesB} & 0.5 & 20 \end{array} Assuming that the student always wants to maximize her expected marks in the examination, in which order should she attempt the questions and what is the expected marks for that order (assume that the questions are independent)?
GateOverflow

Q5.

A sender (S) transmits a signal, which can be one of the two kinds: H and L with probabilities 0.1 and 0.9 respectively, to a receiver (R) In the graph below, the weight of edge (u,v) is the probability of receiving v when u is transmitted, where u,v\in\{H,L\}. For example, the probability that the received signal is L given the transmitted signal was H, is 0.7. If the received signal is H, the probability that the transmitted signal was H (rounded to 2 decimal places) is __________.
GateOverflow

Q6.

For a given biased coin, the probability that the outcome of a toss is a head is 0.4. This coin is tossed 1,000 times. Let X denote the random variable whose value is the number of times that head appeared in these 1,000 tosses. The standard deviation of X (rounded to 2 decimal place) is ________
GateOverflow

Q7.

A bag has r red balls and b black balls. All balls are identical except for their colours. In a trial, a ball is randomly drawn from the bag, its colour is noted and the ball is placed back into the bag along with another ball of the same colour. Note that the number of balls in the bag will increase by one, after the trial. A sequence of four such trials is conducted. Which one of the following choices gives the probability of drawing a red ball in the fourth trial?
GateOverflow

Q8.

Two numbers are chosen independently and uniformly at random from the set {1, 2, ..., 13}. The probability (rounded off to 3 decimal places) that their 4-bit (unsigned) binary representations have the same most significant bit is ___________
GateOverflow

Q9.

For n\gt2, let a \in \{0,1\}^n be a non-zero vector. Suppose that x is chosen uniformly at random from \{0,1\}^n. Then, the probability that \sum_{i=1}^{n}a_ix_i is an odd number is______
GateOverflow

Q10.

For the distributions given below :Which of the following is correct for the above distributions?
GateOverflow