A type of network router has a bandwidth total to first hardware failure called S (expressed in terabytes). The random variable S is modelled by an exponential distribution with a density given by: 1 s(t) =je with a single parameter 0. Consider the bandwidth total to failure T of the sequence of the two routers of the same type (one being brought up automatically when the first is broken). Express T in terms of the bandwidth total to failure of single routers S, and S2. Formulate realistic assumptions about these random variables. Calculate the density function of the variable T. Given an experiment with the dual-router-system yielding a sample T1, T2,., Tn, calculate the likelihood function for 8. Propose a transformation of this likelihood function whose maximum is the same and can be computed easily. An actual experiment is performed and the infrastructure team has obtained the following bandwidth total to failures: 95, 16, 178, 19, 94 Estimate the model-parameter with the maximum likelihood and compute the expectation of the bandwidth total to failure of the dual-router-system.

Linear Algebra: A Modern Introduction
4th Edition
ISBN:9781285463247
Author:David Poole
Publisher:David Poole
Chapter7: Distance And Approximation
Section7.3: Least Squares Approximation
Problem 31EQ
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A type of network router has a bandwidth total to first hardware failure called S (expressed in terabytes). The
random variable S is modelled by an exponential distribution with a density given by:
1
s(t) =e
with a single parameter 0. Consider the bandwidth total to failure T of the sequence of the two routers of the
same type (one being brought up automatically when the first is broken).
Express T in terms of the bandwidth total to failure of single routers S, and S2. Formulate realistic assumptions
about these random variables. Calculate the density function of the variable T.
Given an experiment with the dual-router-system yielding a sample T1, T2, ..,Tn, calculate the likelihood
function for 0. Propose a transformation of this likelihood function whose maximum is the same and can be
computed easily.
An actual experiment is performed and the infrastructure team has obtained the following bandwidth total to
failures:
95, 16, 178, 19, 94
Estimate the model-parameter with the maximum likelihood and compute the expectation of the bandwidth
total to failure of the dual-router-system.
Transcribed Image Text:A type of network router has a bandwidth total to first hardware failure called S (expressed in terabytes). The random variable S is modelled by an exponential distribution with a density given by: 1 s(t) =e with a single parameter 0. Consider the bandwidth total to failure T of the sequence of the two routers of the same type (one being brought up automatically when the first is broken). Express T in terms of the bandwidth total to failure of single routers S, and S2. Formulate realistic assumptions about these random variables. Calculate the density function of the variable T. Given an experiment with the dual-router-system yielding a sample T1, T2, ..,Tn, calculate the likelihood function for 0. Propose a transformation of this likelihood function whose maximum is the same and can be computed easily. An actual experiment is performed and the infrastructure team has obtained the following bandwidth total to failures: 95, 16, 178, 19, 94 Estimate the model-parameter with the maximum likelihood and compute the expectation of the bandwidth total to failure of the dual-router-system.
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