Question

The average length of messages received at a message switching center is 50 characters with a standard deviation of 10 characters. How many bytes (characters) of storage should be provided for each message buffer to ensure that $95 \%$ of all messages fit into one buffer?

   The average length of messages received at a message switching center is 50 characters with a standard deviation of 10 characters. How many bytes (characters) of storage should be provided for each message buffer to ensure that $95 \%$ of all messages fit into one buffer? 
 
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Probability, Statistics, and Queuing Theory with Computer Science Applications, Second Edition (Computer Science and Scientific Computing)
Probability, Statistics, and Queuing Theory with Computer Science Applications, Second Edition (Computer Science and Scientific Computing)
Arnold O. Allen 2nd Edition
Chapter 2, Problem 47 ↓

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We need to determine the size of a message buffer such that 95% of all messages received fit into this buffer. The average message length is 50 characters, and the standard deviation is 10 characters. We assume that the message lengths are normally distributed.  Show more…

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The average length of messages received at a message switching center is 50 characters with a standard deviation of 10 characters. How many bytes (characters) of storage should be provided for each message buffer to ensure that $95 \%$ of all messages fit into one buffer?
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Key Concepts

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Normal Distribution
A probability distribution that is symmetric about its mean, characterized by a bell-shaped curve where most values cluster around the average and the likelihood of outcomes decreases as they deviate further from the mean. It provides a framework for calculating the probability of a variable falling within a particular range, which is essential for determining thresholds such as the 95th percentile.
Z-score
A standardized value that expresses the number of standard deviations a data point is from the mean. Z-scores allow for the comparison of data from different normal distributions and are used to determine the probability corresponding to a particular value, which helps in setting criteria like the necessary buffer size.
Percentiles
A measure indicating the value below which a given percentage of observations in a dataset fall. In applied contexts, selecting a specific percentile (such as the 95th percentile) ensures that the vast majority of cases are covered, facilitating decisions like determining sufficient storage capacity for message buffers.

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