Short Biography
Another aspect of my work is related to one of the most common problems in astrophysics, i.e. the classification of astronomical sources based on their colors and magnitudes. Currently, I am strongly involved on the classification of ~6M infrared point sources in the Large Magellanic Cloud detected with the Spitzer Space Telescope.
The question is obvious: Can we reliably classify all these sources? For this reason, we use a statistical approach based on the weighted k-Nearest Neighbors (k-NN) method (following Marengo & Sanchez 2009, AJ, 138, 63), which has been successfully used as an efficient “black box” predictor for problems of pattern recognition and unsupervised machine learning. A metric is defined in a multi-dimensional color-magnitude space, based only on the photometric properties of template sources and the photometric uncertainties of both templates and data, as a function of the k-NN number and a threshold distance Dth.
⎔ Antoniou, V. & Zezas, A. 2012, Star Formation History and X-ray Binary Populations: The Case of the Large Magellanic Cloud, ApJ subm.
⎔ Woods, P. M., Oliveira, J. M., Kemper, F., and 54 coauthors 2011, The SAGE-Spec Spitzer Legacy program: The life-cycle of dust and gas in the Large Magellanic Cloud. Point Source classification, MNRAS, 411, 1597
⎔ Antoniou, V., Zezas, A., Hatzidimitriou, D. & Kalogera, V. 2010, Star Formation History and X-ray Binary Populations: The Case of the Small Magellanic Cloud, ApJL, 716, 140
⎔ Laycock, S., Zezas, A., Hong, J., Drake, J. J., Antoniou, V. 2010, Exploring the Small Magellanic Cloud to the Faintest X-ray Fluxes: Source Catalog, Timing, and Spectral Analysis, ApJ, 716, 1217
⎔ Kemper, F., Woods, P. M., Antoniou, V., and 53 coauthors 2010, The SAGE-Spec Spitzer Legacy Program: The Life Cycle of Dust and Gas in the Large Magellanic Cloud, PASP, 122, 683
⎔ Antoniou, V., Hatzidimitriou, D., Zezas, A., & Reig, P. 2009, Optical spectroscopy of 20 Be/X-ray Binaries in the Small Magellanic Cloud, ApJ, 707, 1080
⎔ Antoniou, V., Zezas, A., Hatzidimitriou, D. & McDowell, J. 2009, The Chandra survey of the SMC ``Bar": II. Optical counterparts of X-ray sources, ApJ, 697, 1695
