Stellar atmospheric parameter estimation using Gaussian process regression

Monthly Notices of the Royal Astronomical Society

Volumn 447, Issue 1, 2015, Pages 256-265

  Bu, Yude ^a   Pan, Jingchang ^a  

^a SHANDONG UNIVERSITY   (China)

Author keywords

Methods: data analysis; Methods: numerical; Stars: abundances; Stars: fundamental parameters

Indexed keywords

DIGITAL LIBRARIES; GAUSSIAN DISTRIBUTION; GAUSSIAN NOISE (ELECTRONIC); NEURAL NETWORKS; NUMERICAL METHODS; PRINCIPAL COMPONENT ANALYSIS; REGRESSION ANALYSIS; STARS;

ATMOSPHERIC PARAMETERS; GAUSSIAN PROCESS REGRESSION; KERNEL REGRESSION; METHOD: NUMERICAL; METHODS. DATA ANALYSIS; SPECTRA'S; STARS ABUNDANCES; STARS:FUNDAMENTAL PARAMETERS; STELLAR PARAMETERS; STELLARS;

PARAMETER ESTIMATION;

EID: 84922440727     PISSN: 00358711     EISSN: 13652966     Source Type: Journal    
DOI: 10.1093/mnras/stu2063     Document Type: Article

References (52)

1. Ahn C. P. et al., 2014, ApJS, 211, 17
2. Allende Prieto C., Rebolo R., García López R. J., Serra-Ricart M., Beers T. C., Rossi S., Bonifacio P., Molaro P., 2000, AJ, 120, 1516
3. Allende Prieto C., Beers T. C., Wilhelm R., Newberg H. J., Rockosi C. M., Yanny B., Lee Y. S., 2006, ApJ, 636, 804
4. Bailer-Jones C. A. L., Irwin M., Gilmore G., von Hippel T., 1997, MNRAS, 292, 157
5. Bailer-Jones C. A. L., Sabin T. J., MacKay D. J. C., Withers P. J., 1997, in Proc. Australasia Pacific Forum on Intelligent Processing and Manufacturing of Materials. Watson Ferguson, Brisbane, p. 913
6. Bailer-Jones C. A. L., Irwin M., von Hippel T., 1998, MNRAS, 298, 361
7. Baranne A. et al., 1996, A&AS, 119, 373
8. Beers T. C., Rossi S., Norris J. E., Ryan S. G., Shefler T., 1999, AJ, 117, 981
9. Bonfield D. G., Sun Y., Davey N., Jarvis M. J., Abdalla F. B., Banerji M., Adams R. G., 2010, MNRAS, 405, 987
10. Carballo R., González-Serrano J. I., Benn C. R., Jiménez-Luján F., 2008, MNRAS, 391, 369
11. Cenarro A. J. et al., 2007, MNRAS, 374, 664
12. Chu W., Ghahramani Z., Falciani F., Wild D. L., 2005, Bioinformatics, 21, 3385
13. Cover K. R. et al., 2007, AJ, 134, 2398
14. Cui X.-Q. et al., 2012, Res. Astron. Astrophys., 12, 1197
15. Drucker H., Burges Christopher J. C., Kaufman L., Smola A. J., Vapnik V. N., 1997, in Mozer M. C., Jordan J. I., Petsche T., eds, Advances in Neural Information Processing Systems 9. MIT Press, Cambridge, MA, p. 155
16. Eisenstein D. J. et al., 2006, ApJS, 167, 40
17. Fan X., 1999, AJ, 117, 2528
18. Finlator K. et al., 2000, AJ, 120, 2615
19. Firth A. E., Lahav O., Somerville R. S., 2003, MNRAS, 339, 1195
20. Folkes S. R., Lahav O., Maddox S. J., 1996, MNRAS, 283, 651
21. Giridhar S., Goswami A., Kunder A., Muneer S., Selvakumar G., 2013, A&A, 556, A121
22. Haykin S., 1998, Neural Networks: A Comprehensive Foundation, 2nd edn. Prentice-Hall, Upper Saddle River
23. Ivezić Ž., Vivas A. K., Lupton R. H., Zinn R., 2005, AJ, 129, 1096
24. Jolliffe I., 2002, Principal Component Analysis. Springer, New York
25. Ko J., Klein D. J., Fox D., Haehnel D., 2007, In Proceedings of the IEEE International Conference on Robotics & Automation. IEEE, Roma, p. 742
26. Lee Y. S. et al., 2008a, AJ, 136, 2022
27. Lee Y. S. et al., 2008b, AJ, 136, 2050
28. Li L.-L., Zhang Y.-X., Zhao Y.-H., Yang D.-W., 2007, Chin. J. Astron. Astrophys., 7, 448
29. Luo A.-L. et al., 2012, Res. Astron. Astrophys., 12, 1243
30. McGurk R. C., Kimball A. E., Ivezić Ž., 2010, AJ, 139, 1261
31. Navarro S. G., Corradi R. L. M., Mampaso A., 2012, A&A, 538, A76
32. Neal R. M., 1996, Bayesian Learning for Neural Networks. Springer, New York
33. Prugniel P., Soubiran C., 2001, A&A, 369, 1048
34. Prugniel P., Vauglin I., Koleva M., 2011, A&A, 531, A165
35. Rasmussen C. E., 1996, PhD thesis, University of Toronto
36. Rasmussen C. E., Williams C. K. I., 2006, Gaussian Processes for Machine Learning. MIT Press, London, England
37. Re Fiorentin P., Bailer-Jones C. A. L., Lee Y. S., Beers T. C., Sivarani T., Wilhelm R., Allende Prieto C., Norris J. E., 2007, A&A, 467, 1373
38. Recio-Blanco A., Bijaoui A., de Laverny P., 2006, MNRAS, 370, 141
39. Śanchez-Blázquez P. et al., 2006, MNRAS, 371, 703
40. Schlegel D. J., Finkbeiner D. P., Davis M., 1998, ApJ, 500, 525
41. Sirko E. et al., 2004, AJ, 127, 899
42. Smolinski J. P. et al., 2011, AJ, 141, 89
43. Smolčić V. et al., 2004, ApJ, 615, L141
44. Snider S., Allende Prieto C., von Hippel T., Beers T. C., Sneden C., Qu Y., Rossi S., 2001, ApJ, 562, 528
45. Song Y.-H. et al., 2012, Res. Astron. Astrophys., 12, 453
46. von Hippel T., Storrie-Lombardi L. J., Storrie-Lombardi M. C., Irwin M. J., 1994, MNRAS, 269, 97
47. Wilhelm R., Beers T. C., Gray R. O., 1999, AJ, 117, 2308
48. Wu Y. et al., 2011, Res. Astron. Astrophys., 11, 924
49. Yèche C. et al., 2010, A&A, 523, A14
50. York D. G. et al., 2000, AJ, 120, 1579
51. Zhang J.-N., Wu F.-C., Luo A.-L., Zhao Y.-H., 2005, Spectrosc. Spectral Anal., 25, 2088
52. Zhang J.-N., Wu F.-C., Luo A.-L., 2009, Spectrosc. Spectral Anal., 29, 1131