Identifying strong lenses with unsupervised machine learning using convolutional autoencoder
作者： Ting-Yun Cheng , Nan Li , Christopher J Conselice , Alfonso Aragón-Salamanca , Simon Dye
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摘要: In this paper, we develop a new unsupervised machine learning technique comprised of a feature extractor, a convolutional autoencoder, and a clustering algorithm consisting of a …
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Christopher M. Bishop, Pattern Recognition and Machine Learning (Information Science and Statistics) Springer-Verlag New York, Inc.. ,(2006)
James Franklin, The elements of statistical learning : data mining, inference,and prediction The Mathematical Intelligencer. ,vol. 27, pp. 83- 85 ,(2005) , 10.1007/BF02985802
Teuvo Kohonen, Self-Organizing Maps ,(1995)
S. Dye, C. Furlanetto, A. M. Swinbank, C. Vlahakis, J. W. Nightingale, L. Dunne, S. A. Eales, Ian Smail, I. Oteo, T. Hunter, M. Negrello, H. Dannerbauer, R. J. Ivison, R. Gavazzi, A. Cooray, P. van der Werf, Revealing the complex nature of the strong gravitationally lensed system H-ATLAS J090311.6+003906 using ALMA Monthly Notices of the Royal Astronomical Society. ,vol. 452, pp. 2258- 2268 ,(2015) , 10.1093/MNRAS/STV1442
S. Kullback, R. A. Leibler, On Information and Sufficiency Annals of Mathematical Statistics. ,vol. 22, pp. 79- 86 ,(1951) , 10.1214/AOMS/1177729694
Rob Ivison, Richard Barvainis, A Submillimeter Survey of Gravitationally Lensed Quasars The Astrophysical Journal. ,vol. 571, pp. 712- 720 ,(2002) , 10.1086/340096
Thomas E. Collett, Matthew W. Auger, Cosmological constraints from the double source plane lens SDSSJ0946+1006 Monthly Notices of the Royal Astronomical Society. ,vol. 443, pp. 969- 976 ,(2014) , 10.1093/MNRAS/STU1190
J. N. Hewitt, E. L. Turner, D. P. Schneider, B. F. Burke, G. I. Langston, C. R. Lawrence, Unusual radio source MG1131+0456: a possible Einstein ring Nature. ,vol. 333, pp. 537- 540 ,(1988) , 10.1038/333537A0
Li-Ping Fu, Zu-Hui Fan, Probing the dark side of the Universe with weak gravitational lensing effects Research in Astronomy and Astrophysics. ,vol. 14, pp. 1061- 1120 ,(2014) , 10.1088/1674-4527/14/9/002
Jiaxin Han, Vincent R. Eke, Carlos S. Frenk, Rachel Mandelbaum, Peder Norberg, Michael D. Schneider, John A. Peacock, Yipeng Jing, Ivan Baldry, Joss Bland-Hawthorn, Sarah Brough, Michael J. I. Brown, Jochen Liske, Jon Loveday, Aaron S. G. Robotham, Galaxy And Mass Assembly (GAMA): the halo mass of galaxy groups from maximum-likelihood weak lensing Monthly Notices of the Royal Astronomical Society. ,vol. 446, pp. 1356- 1379 ,(2015) , 10.1093/MNRAS/STU2178