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Suppose a 5-bit message is transmitted from a source to a destination through a noisy channel. The probability that a bit of the message gets flipped during transmission is 0.01. Flipping of each bit is independent of one another. The probability that the message is delivered error-free to the destination is ______. (rounded off to three decimal places)
The correct answer is in the range 0.949 to 0.952. The exact value is approximately 0.951.
For the message to be error-free, all 5 bits must be transmitted correctly. The probability of one bit being transmitted correctly is 1 - 0.01 = 0.99. Since the events are independent, the probability of all 5 bits being correct is (0.99)5. This calculates to approximately 0.95099, which rounds to 0.951.
This problem deals with the probability of multiple independent events occurring in a sequence. Let's break down the logic.
Step 1: Define the Probabilities of a Single Event
We are given the probability of a single bit getting flipped (an error).
- Probability of a bit being flipped (Error), P(E) = 0.01
The complementary event is that a bit is transmitted correctly (no error). The probability of a single bit being correct is:
P(Correct Bit) = 1 - 0.01 = 0.99
Step 2: Define the Condition for an Error-Free Message
An "error-free" message means that every single bit in the 5-bit message must be transmitted correctly. This can be expressed as:
P(Error-Free Message) = P(1st bit is correct AND 2nd bit is correct AND 3rd bit is correct AND 4th bit is correct AND 5th bit is correct)
Step 3: Apply the Rule of Independent Events
The problem states that "Flipping of each bit is independent of one another." This is a key piece of information. For independent events, the probability of all of them happening is the product of their individual probabilities.
Applying this to our 5-bit message:
= [P(Correct Bit)]5
Step 4: Calculate the Final Probability
Substitute the value we found in Step 1:
= 0.99 × 0.99 × 0.99 × 0.99 × 0.99
= 0.9509900499
Step 5: Format the Answer
The question asks for the answer to be rounded off to three decimal places.
- The first three decimal places are 950.
- The fourth decimal place is 9, which is 5 or greater, so we round up the third decimal place.
This value falls within the accepted GATE answer range of 0.949 to 0.952.
- Sheldon, R. (2014). A First Course in Probability. Pearson. (Chapter 3: Conditional Probability and Independence).
- Spiegel, M. R., Schiller, J. J., & Srinivasan, R. A. (2013). Schaum's Outline of Probability and Statistics. McGraw-Hill Education.
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