Predicting Graduate School Admission NICHOLAS GRABON ECE 539 12/13/13.
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Predicting Graduate School Admission NICHOLAS GRABON ECE 539 12/13/13
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Transcript of Predicting Graduate School Admission NICHOLAS GRABON ECE 539 12/13/13.
DATA SOURCE Self Submitted
Physics only
Often incomplete
~500 total data points
http://www.physicsgre.com/results.php?school=berkeley
DATA PREPARATION AND METHODS
Converted binaries to -1 or 1
Eliminated Data with no acceptance information
Formatted GRE and grades
Used svmtrain and svmclassify from class
Radial basis function worked best
Chose best rate out of 1000 trials
Held out 100 points per trial
DATA ANALYSIS
Chose an average resume to investigate (my own)
Varied this with respect to
Physics GRE score
Gender
Year of Application
School Applied to
Residency
GPA
And Combinations of these