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Linear programming in a Bayesian framework: a method for bivariate regression analysis with Bayesian priors.
In most multivariate statistical models which include an intercept for each single outcome variable, the default solution is to assume that the correlation between all outcome variables is equal to the inverse of the number of parameters in the model. However, without the simultaneous estimation of all parameters, this procedure leads to the "inflation of degrees of freedom", i.e. to an increased standard error of the estimators. This may have dramatic consequences for the analysis of large data sets. We propose to use Bayesian priors for all parameters of the model to allow the (hyper)parameters to be estimated. The advantage of this solution is that we can incorporate prior information into the model, we can use all our data to determine the strength of these parameters, and we can eliminate the problem of degrees of freedom. We illustrate the Bayesian linear models approach using an example from the analysis of the health data from the "Health Survey for England".Marco Rubio has a message for all GOP presidential candidates who aren’t him: Stop it.
The Florida senator, who entered this race with the highest name recognition and a command of national policy issues, is finding himself in a real fight for his candidacy — a real one, a one-on-one battle.
Rubio’s top rival, Jeb Bush, has won the organizational and fundraising support of some of the Republican Party’s largest donors, while Rubio is stuck at home, raising money from small donors in an attempt to defeat Bush’s super PAC.
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And while Rubio has drawn the ire of many conservatives and moderates with his critiques of President Obama’s policies, he has also drawn the ire of his fellow rivals, like the Arizona Sen. Ted Cruz and former Gov. Mike Huckabee, with his moves to court more establishment donors.
The response from supporters of other candidates to Rubio’s efforts to woo the donors who have long supported Bush has been nearly as hostile. Some conservatives have accused the Florida senator of hypocrisy and flip-flopping over his stances on 0b46394aab
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