publication . Preprint . Article . 2018

Characterization of Type Ia Supernova Light Curves Using Principal Component Analysis of Sparse Functional Data

Shiyuan He; Lifan Wang; Jianhua Z. Huang;
Open Access English
  • Published: 16 Feb 2018
Abstract
Comment: ApJ, 2018
Subjects
arXiv: Astrophysics::Cosmology and Extragalactic Astrophysics
free text keywords: Astrophysics - Solar and Stellar Astrophysics, Astrophysics - Cosmology and Nongalactic Astrophysics, Astrophysics - High Energy Astrophysical Phenomena, Space and Planetary Science, Astronomy and Astrophysics, Physics, Astrophysics, Principal component analysis, Physical quantity, Spectral line, Stellar classification, Light curve, Functional principal component analysis, Linear combination, Supernova
Related Organizations
61 references, page 1 of 5

2. The SNIa data table. The data table contains all SNIa samples in this paper with their scores, spectral line strength and spectral class. The table is illustrated in Table C1.

3. The FPCA software. The software provides a web-

Benetti, S., Cappellaro, E., Mazzali, P. A., et al. 2005, The Astrophysical Journal, 623, 1011

Blondin, S., Mandel, K. S., & Kirshner, R. P. 2011, Astronomy & Astrophysics, 526, A81

Boyd, S., Parikh, N., Chu, E., Peleato, B., & Eckstein, J. 2011, Foundations and Trends R in Machine Learning, 3, 1

Branch, D., Dang, L. C., & Baron, E. 2009, Publications of the Astronomical Society of the Paci c, 121, 238

Burns, C. R., Stritzinger, M., Phillips, M., et al. 2010, The Astronomical Journal, 141, 19

Cai, J.-F., Candes, E. J., & Shen, Z. 2010, SIAM Journal on Optimization, 20, 1956

Conley, A., Goldhaber, G., Wang, L., et al. 2006, ApJ, 644, 1

Conley, A., Sullivan, M., Hsiao, E., et al. 2008, The Astrophysical Journal, 681, 482

Contreras, C., Hamuy, M., Phillips, M., et al. 2010, The Astronomical Journal, 139, 519

Efron, B., & Tibshirani, R. J. 1994, An introduction to the bootstrap (CRC press) [OpenAIRE]

Fakhouri, H., Boone, K., Aldering, G., et al. 2015, The Astrophysical Journal, 815, 58

Foley, R. J., Chornock, R., Filippenko, A. V., et al. 2009, The Astronomical Journal, 138, 376

Ganeshalingam, M., Li, W., Filippenko, A. V., et al. 2010, The Astrophysical Journal Supplement Series, 190, 418

61 references, page 1 of 5
Related research
Abstract
Comment: ApJ, 2018
Subjects
arXiv: Astrophysics::Cosmology and Extragalactic Astrophysics
free text keywords: Astrophysics - Solar and Stellar Astrophysics, Astrophysics - Cosmology and Nongalactic Astrophysics, Astrophysics - High Energy Astrophysical Phenomena, Space and Planetary Science, Astronomy and Astrophysics, Physics, Astrophysics, Principal component analysis, Physical quantity, Spectral line, Stellar classification, Light curve, Functional principal component analysis, Linear combination, Supernova
Related Organizations
61 references, page 1 of 5

2. The SNIa data table. The data table contains all SNIa samples in this paper with their scores, spectral line strength and spectral class. The table is illustrated in Table C1.

3. The FPCA software. The software provides a web-

Benetti, S., Cappellaro, E., Mazzali, P. A., et al. 2005, The Astrophysical Journal, 623, 1011

Blondin, S., Mandel, K. S., & Kirshner, R. P. 2011, Astronomy & Astrophysics, 526, A81

Boyd, S., Parikh, N., Chu, E., Peleato, B., & Eckstein, J. 2011, Foundations and Trends R in Machine Learning, 3, 1

Branch, D., Dang, L. C., & Baron, E. 2009, Publications of the Astronomical Society of the Paci c, 121, 238

Burns, C. R., Stritzinger, M., Phillips, M., et al. 2010, The Astronomical Journal, 141, 19

Cai, J.-F., Candes, E. J., & Shen, Z. 2010, SIAM Journal on Optimization, 20, 1956

Conley, A., Goldhaber, G., Wang, L., et al. 2006, ApJ, 644, 1

Conley, A., Sullivan, M., Hsiao, E., et al. 2008, The Astrophysical Journal, 681, 482

Contreras, C., Hamuy, M., Phillips, M., et al. 2010, The Astronomical Journal, 139, 519

Efron, B., & Tibshirani, R. J. 1994, An introduction to the bootstrap (CRC press) [OpenAIRE]

Fakhouri, H., Boone, K., Aldering, G., et al. 2015, The Astrophysical Journal, 815, 58

Foley, R. J., Chornock, R., Filippenko, A. V., et al. 2009, The Astronomical Journal, 138, 376

Ganeshalingam, M., Li, W., Filippenko, A. V., et al. 2010, The Astrophysical Journal Supplement Series, 190, 418

61 references, page 1 of 5
Related research
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publication . Preprint . Article . 2018

Characterization of Type Ia Supernova Light Curves Using Principal Component Analysis of Sparse Functional Data

Shiyuan He; Lifan Wang; Jianhua Z. Huang;