CLaSPS: A new methodology for knowledge extraction from complex astronomical data sets

Astrophysical Journal

Volumn 755, Issue 2, 2012, Pages

  D'Abrusco, R ^a   Fabbiano, G ^a   Djorgovski, G ^b   Donalek, C ^b   Laurino, O ^a   Longo, G ^b,c  

^a HARVARD SMITHSONIAN CENTER FOR ASTROPHYSICS   (United States)

^b CALIFORNIA INSTITUTE OF TECHNOLOGY   (United States)

^c UNIVERSITY OF NAPLES FEDERICO II   (Italy)

Author keywords

catalogs; methods: statistical; surveys

Indexed keywords

EID: 84864702577     PISSN: 0004637X     EISSN: 15384357     Source Type: Journal    
DOI: 10.1088/0004-637X/755/2/92     Document Type: Review

References (57)

1. Aihara, H., Allende Prieto, C., & An, D. et al. 2011, ApJS, 193, 29
2. Avni, Y. & Tananbaum, H. 1982, ApJ, 262, L17
3. Babu, G. J. & Feigelson, E. D. 2007, Statistical Challenges in Modern Astronomy IV (ASP Conf. Ser. 371) (San Francisco, CA: ASP)
4. Ball, N. M. & Brunner, R. J. 2010, Int. J. Mod. Phys. D, 19, 1049
5. Bazarghan, M. 2012, Ap&SS, 337, 93
6. Becker, R. H., White, R. L., & Helfand, D. J. 1995, ApJ, 450, 559
7. Bonfield, D. G., Sun, Y., & Davey, N. et al. 2010, MNRAS, 405, 987
8. Borne, K. D., Stassun, K., & Brunner, R. J. et al. 2011, BAAS, 43, 252.09
9. Budavári, T., Heinis, S., & Szalay, A. S. et al. 2009, ApJ, 694, 1281
10. Budavári, T., Heinis, S., & Szalay, A. S. et al. 2009, ApJ, 694, 1281 (Pubitemid 41417126)
11. Civano, F., Elvis, M., & Brusa, M. et al. 2012, arXiv:1205.5030
12. Collister, A. A. & Lahav, O. 2004, PASP, 116, 345 (Pubitemid 38652698)
13. Comparato, M., Becciani, U., & Costa, A. et al. 2007, PASP, 119, 898
14. D'Abrusco, R., Longo, G., & Walton, N. A. 2009, MNRAS, 396, 223
15. D'Abrusco, R., Massaro, F., & Ajello, M. et al. 2012, ApJ, 748, 68
16. Djorgovski, S. G. & Davis, M. 1987, ApJ, 313, 59
17. Elvis, M., Civano, F., & Vignali, C. et al. 2009, ApJS, 184, 158
18. Evans, I. N., Primini, F. A., & Glotfelty, K. J. et al. 2010, ApJS, 189, 37
19. Fabbiano, G. & Shapley, A. 2002, ApJ, 565, 908 (Pubitemid 36931663)
20. Fabbiano, G. & Trinchieri, G. 1985, ApJ, 296, 430
21. Fraix-Burnet, D., Chattopadhyay, T., Chattopadhyay, A. K., Davoust, E., & Thuillard, M. 2012, arXiv:1206.3690
22. Freeman, P. E., Newman, J. A., Lee, A. B., Richards, J. W., & Schafer, C. M. 2009, MNRAS, 398, 2012
23. Fukugita, M., Ichikawa, T., & Gunn, J. E. et al. 1996, AJ, 111, 1748
24. Geach, J. E. 2012, MNRAS, 419, 2633
25. Ghosh, J. & Acharya, A. 2011, Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery, Cluster Ensembles, Vol. 1 (Wiley), 305
26. Hartigan, J. A. 1975, Clustering Algorithms (New York: Wiley)
27. Hassan, A. & Fluke, C. J. 2011, PASA, 28, 150
28. Hastie, T., Tibshirani, R., & Friedman, J. 2009, The Elements of Statistical Learning (New York: Springer)
29. Kohonen, T. 1990, Proc. IEEE, 78, 1464
30. Laurino, O., D'Abrusco, R., Longo, G., & Riccio, G. 2011, MNRAS, 418, 2165
31. Lawrence, A., Warren, S. J., & Almaini, O. et al. 2007, MNRAS, 379, 1599
32. Lloyd, S. 1957, IEEE Transaction on Information Theory, Least Squares Quantization in PCM (Bell Laboratories), 28, 128
33. Lusso, E., Comastri, A., & Vignali, C. et al. 2010, A&A, 512, A34
34. Martin, D. C., Fanson, J., & Schiminovich, D. et al. 2005, ApJ, 619, L1 (Pubitemid 40300520)
35. Massaro, E., Giommi, P., & Leto, C. et al. 2011a, Multifrequency Catalog of Blazars, 3rd edition (Rome, Italy: ARACNE Editrice)
36. Massaro, F., D'Abrusco, R., Ajello, M., Grindlay, J. E., & Smith, H. A. 2011b, ApJ, 740, L48
37. Massaro, F., D'Abrusco, R., & Tosti, G. et al. 2012, ApJ, 750, 138
38. Massaro, F. & D'Abrusco, R. et al. 2012, ApJ, accepted
39. Mukherjee, S., Feigelson, E. D., & Jogesh Babu, G. et al. 1998, ApJ, 508, 314
40. Natarajan, J., Berrar, D., Hack, C. J., & Dubitzky, W. 2005, Crit. Rev. Biotechnol., 25, 31 (Pubitemid 40756856)
41. Ngai, E. W. T., Hu, Y., & Wong, Y. H. et al. 2011, Decis. Support Syst., 50, 559
42. Ngai, E. W. T., Xiu, L., & Chau, D. C. K. 2009, Expert Syst. Appl., 36, 2592
43. Nolan, P. L., Abdo, A. A., & Ackermann, M. et al. 2012, ApJS, 199, 31
44. Protopapas, P., Giammarco, J. M., & Faccioli, L. et al. 2006, MNRAS, 369, 677 (Pubitemid 43856627)
45. R Development Core Team 2012, R: A Language and Environment for Statistical Computing (Vienna, Austria: R Foundation for Statistical Computing)
46. Scargle, J. D. 2003, Statistical Challenges in Astronomy, ed. E. D. Feigelson & G. J. Babu (New York: Springer), 293
47. Skrutskie, M. F., Cutri, R. M., & Stiening, R. et al. 2006, AJ, 131, 1163 (Pubitemid 43268387)
48. Strehl, A. & Ghosh, J. 2003, J. Mach. Learn. Res., 3, 583
49. Taylor, M. B. 2005, Astronomical Data Analysis Software and Systems XIV (ASP Conf. Ser. 347), ed. P. Shopbell, M. Britton, & R. Ebert (San Francisco, CA: ASP), 29
50. Vesanto, J. & Alhoniemi, E. 2000, IEEE Trans. Neural Netw., 11, 586
51. Vignali, C., Brandt, W. N., & Schneider, D. P. 2003, AJ, 125, 433 (Pubitemid 37117529)
52. Ward, J. H. 1963, J. Am. Stat. Assoc., 58, 236
53. Way, M. J., Gazis, P. R., & Scargle, J. D. 2011, ApJ, 727, 48
54. Way, M. J. & Klose, C. D. 2012, Publ. Astron. Soc. Pac., 124, 274
55. Way, M. J. & Srivastava, A. N. 2006, ApJ, 647, 102 (Pubitemid 44352054)
56. Wright, E. L., Eisenhardt, P. R. M., & Mainzer, A. K. et al. 2010, AJ, 140, 1868
57. Yèche, C., Petitjean, P., & Rich, J. et al. 2010, A&A, 523, A14