citation-network-project's Introduction
source('dbload.R') # transfers data from SQL to R. # for security, one line is missing # data post-processing, must be run in sequence source('postprocess.R') source('fixnumbering.R') # construct pageRank network model, again this must be run in sequence source('makenetworks.R') source('fixpagerank.R') # construct a bunch of new covariates such as JSD (Jensen-Shannon Divergence) source('model.R') # this is where we actually build the Poisson mixture regression model source('newmodel2.R') # must be run repeatedly until good in-sample result # is achieved; reason is that model is fit using # expectation maximization w/ random initial conditions # and each time it converges to a different local max # of the log likelihood function...by running many times # you can approach the true global max of the # log likelihood source('detaccuracy.R') # this carries out in-sample and out-of-sample tests source('plotdependence.R') # this plots the dependence on JSD with all other # covariates frozen at mean values
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