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NASA Scientific and Technical Aerospace Reports

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In this paper, the authors describe the use of data mining techniques to search for radio-emitting galaxies with a<br />

bent-double morphology. In the past, astronomers from the FIRST (Faint Images of the Radio Sky at Twenty-cm) survey<br />

identified these galaxies through visual inspection. This was not only subjective but also tedious as the on-going survey now<br />

covers 8000 square degrees, with each square degree containing about 90 galaxies. In this paper, they describe how data<br />

mining can be used to automate the identification of these galaxies. They discuss the challenges faced in defining meaningful<br />

features that represent the shape of a galaxy <strong>and</strong> their experiences with ensembles of decision trees for the classification of<br />

bent-double galaxies.<br />

NTIS<br />

Galaxies; Radio Galaxies; Data Processing<br />

20040050609 Smithsonian Astrophysical Observatory, Cambridge, MA, USA<br />

Evolution of Galaxies <strong>and</strong> the Star Formation Rate in the Infrared<br />

Pahre, Michael A.; Oliversen, Ronald J., <strong>Technical</strong> Monitor; March 2004; 6 pp.; In English<br />

Contract(s)/Grant(s): NAG5-10777<br />

Report No.(s): Rept-3; No Copyright; Avail: CASI; A02, Hardcopy<br />

A central goal of extragalactic observational astronomy is to underst<strong>and</strong> how normal galaxies evolve with redshift, <strong>and</strong><br />

particularly when galaxies formed their stars. While optical <strong>and</strong> rest-frame UV observations have begun to address these<br />

issues, the interpretation of such data is particularly challenging because of the sensitivity to dust obscuration (at optical <strong>and</strong><br />

UV wavelengths). The absorbed light is reradiated at IR wavelengths, hence the optimal indicators of the star-formation rate<br />

(SFR) is at a rest-frame wavelength of approx. 60 microns. The Spitzer Space Telescope mission is beginning to revolutionize<br />

the study of the global properties <strong>and</strong> evolution of galaxies. Spitzer reaches nearly two orders of magnitude more sensitivity<br />

than previous IR space missions. This research program is to study the SFR using statistical samples of galaxies in the local<br />

universe, at intermediate redshifts, <strong>and</strong> set the stage for continuing studies up to z=5. The overall research program is divided<br />

into three main investigations: A Mid-IR Hubble Atlas <strong>and</strong> SFR estimators in the local universe, Evolution of the SFR at 0<br />

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