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Distribution function of observations in the errors-in-variables model



The Next CEO of Stack Overflow
2019 Community Moderator Electionregression to model exponential distributionHow to model a Bimodal distribution of target variableCost Function for evaluating a Regression ModelLocally Weighted Regression (Loess) - Robustifying iterationsRegression - random error termReducing the dependency between variablesHow to model & predict user activity/presence time in a websiteDoes the choice of error function impact the model parametrs?Can I use Linear Regression to model a nonlinear function?How to model non-linear demand function?










0












$begingroup$


Consider the linear relation $mathbfy = mathbfHmathbfx + mathbfz$. The vector $mathbfx$ is unknown, and a noisy version of the system matrix $mathbfH$, i.e., $tildemathbfH = mathbfH + mathbfE$ is available. The noise term $mathbfz$ and the rows of $mathbfE$ are i.i.d $mathcalN(mathbf0, sigma^2mathbfI)$. Given $mathbfy$ and $tildemathbfH$, how to characterize the distribution of $mathbfy$? Assume that the vectors $mathbfy$, $mathbfx$ and $mathbfz$ are $N times 1$-dimensional, while the matrix $mathbfH$ is $N times p$.



Thanks for the help!










share|improve this question







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$endgroup$











  • $begingroup$
    This sounds like a homework question. What have you tried so far? What don't you understand?
    $endgroup$
    – ukemi
    2 days ago










  • $begingroup$
    Not a homework problem. I was working out the details of a proof in a research paper when I encountered this setup. I think $mathbfy$ will follow a compound distribution, however, I am still unable to obtain a complete characterization.
    $endgroup$
    – Nanda
    2 days ago










  • $begingroup$
    I think you should try this question in the cross-validated section of stack-Exchange at stats.stackexchange.com
    $endgroup$
    – Mark.F
    2 days ago















0












$begingroup$


Consider the linear relation $mathbfy = mathbfHmathbfx + mathbfz$. The vector $mathbfx$ is unknown, and a noisy version of the system matrix $mathbfH$, i.e., $tildemathbfH = mathbfH + mathbfE$ is available. The noise term $mathbfz$ and the rows of $mathbfE$ are i.i.d $mathcalN(mathbf0, sigma^2mathbfI)$. Given $mathbfy$ and $tildemathbfH$, how to characterize the distribution of $mathbfy$? Assume that the vectors $mathbfy$, $mathbfx$ and $mathbfz$ are $N times 1$-dimensional, while the matrix $mathbfH$ is $N times p$.



Thanks for the help!










share|improve this question







New contributor




Nanda is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.







$endgroup$











  • $begingroup$
    This sounds like a homework question. What have you tried so far? What don't you understand?
    $endgroup$
    – ukemi
    2 days ago










  • $begingroup$
    Not a homework problem. I was working out the details of a proof in a research paper when I encountered this setup. I think $mathbfy$ will follow a compound distribution, however, I am still unable to obtain a complete characterization.
    $endgroup$
    – Nanda
    2 days ago










  • $begingroup$
    I think you should try this question in the cross-validated section of stack-Exchange at stats.stackexchange.com
    $endgroup$
    – Mark.F
    2 days ago













0












0








0





$begingroup$


Consider the linear relation $mathbfy = mathbfHmathbfx + mathbfz$. The vector $mathbfx$ is unknown, and a noisy version of the system matrix $mathbfH$, i.e., $tildemathbfH = mathbfH + mathbfE$ is available. The noise term $mathbfz$ and the rows of $mathbfE$ are i.i.d $mathcalN(mathbf0, sigma^2mathbfI)$. Given $mathbfy$ and $tildemathbfH$, how to characterize the distribution of $mathbfy$? Assume that the vectors $mathbfy$, $mathbfx$ and $mathbfz$ are $N times 1$-dimensional, while the matrix $mathbfH$ is $N times p$.



Thanks for the help!










share|improve this question







New contributor




Nanda is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.







$endgroup$




Consider the linear relation $mathbfy = mathbfHmathbfx + mathbfz$. The vector $mathbfx$ is unknown, and a noisy version of the system matrix $mathbfH$, i.e., $tildemathbfH = mathbfH + mathbfE$ is available. The noise term $mathbfz$ and the rows of $mathbfE$ are i.i.d $mathcalN(mathbf0, sigma^2mathbfI)$. Given $mathbfy$ and $tildemathbfH$, how to characterize the distribution of $mathbfy$? Assume that the vectors $mathbfy$, $mathbfx$ and $mathbfz$ are $N times 1$-dimensional, while the matrix $mathbfH$ is $N times p$.



Thanks for the help!







regression






share|improve this question







New contributor




Nanda is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.











share|improve this question







New contributor




Nanda is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.









share|improve this question




share|improve this question






New contributor




Nanda is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.









asked 2 days ago









NandaNanda

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11




New contributor




Nanda is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.





New contributor





Nanda is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.






Nanda is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.











  • $begingroup$
    This sounds like a homework question. What have you tried so far? What don't you understand?
    $endgroup$
    – ukemi
    2 days ago










  • $begingroup$
    Not a homework problem. I was working out the details of a proof in a research paper when I encountered this setup. I think $mathbfy$ will follow a compound distribution, however, I am still unable to obtain a complete characterization.
    $endgroup$
    – Nanda
    2 days ago










  • $begingroup$
    I think you should try this question in the cross-validated section of stack-Exchange at stats.stackexchange.com
    $endgroup$
    – Mark.F
    2 days ago
















  • $begingroup$
    This sounds like a homework question. What have you tried so far? What don't you understand?
    $endgroup$
    – ukemi
    2 days ago










  • $begingroup$
    Not a homework problem. I was working out the details of a proof in a research paper when I encountered this setup. I think $mathbfy$ will follow a compound distribution, however, I am still unable to obtain a complete characterization.
    $endgroup$
    – Nanda
    2 days ago










  • $begingroup$
    I think you should try this question in the cross-validated section of stack-Exchange at stats.stackexchange.com
    $endgroup$
    – Mark.F
    2 days ago















$begingroup$
This sounds like a homework question. What have you tried so far? What don't you understand?
$endgroup$
– ukemi
2 days ago




$begingroup$
This sounds like a homework question. What have you tried so far? What don't you understand?
$endgroup$
– ukemi
2 days ago












$begingroup$
Not a homework problem. I was working out the details of a proof in a research paper when I encountered this setup. I think $mathbfy$ will follow a compound distribution, however, I am still unable to obtain a complete characterization.
$endgroup$
– Nanda
2 days ago




$begingroup$
Not a homework problem. I was working out the details of a proof in a research paper when I encountered this setup. I think $mathbfy$ will follow a compound distribution, however, I am still unable to obtain a complete characterization.
$endgroup$
– Nanda
2 days ago












$begingroup$
I think you should try this question in the cross-validated section of stack-Exchange at stats.stackexchange.com
$endgroup$
– Mark.F
2 days ago




$begingroup$
I think you should try this question in the cross-validated section of stack-Exchange at stats.stackexchange.com
$endgroup$
– Mark.F
2 days ago










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