Classification and Ranking of Fermi LAT Gamma-ray Sources from the
3FGL Catalog Using Machine Learning Techniques
Saz Parkinson, P. M. (HKU/LSR, SCIPP), Xu, H. (HKU), Yu, P. L. H. (HKU), Salvetti, D. (INAF-Milan), Marelli, M. (INAF-Milan), Falcone, A. D. (Penn State), The Astrophysical Journal, 820, 8 (2016)
Run All Steps
Step 1: Getting and cleaning the data
Step 2: ROC and Table function
Step 3: Logistic Regression (Backwards) classification (AGN vs PSR)
Step 4: Random Forest classification (AGN vs PSR)
Step 5: PSR and AGN "outlyingness" using RF
Step 6: Boosted Logistic Regression classification of pulsars (YNG vs MSP)
Step 7: Random Forest classification of pulsars (YNG vs MSP)
Step 8: Results
For a csv file containing all results, click
here.
For a .tar.gz file containing all the scripts, click
here.
NB: You are welcome to use any of the scripts or results in this page, but if you do so, we kindly ask that you cite the above publication.
