Digging Deeper: Algorithms for Computationally-Limited Searches in Astronomy
Papers:
Djorgovski, S. G. and Graham, M. J. and Donalek, C. and Mahabal, A. A. et al. (2015) Real-Time Data Mining of Massive Data Streams from Synoptic Sky Surveys. Future Generation Computer Systems PDF
Graham, Matthew J. and Djorgovski, S. G. and Stern, Daniel et al. (2015) A systematic search for close supermassive black hole binaries in the Catalina Real-time Transient Survey. Monthly Notices of the Royal Astronomical Society, 453 (2). pp. 1562-1576. ISSN 0035-8711. PDF
Brescia, M. et al. (2014) DAMEWARE: A Web cyberinfrastructure for Astrophysical Data Mining. Publications of Astronomical Society of the Pacific, 126:783-797. PDF
Djorgovski, S. G. and Mahabal, A. A. and Donalek, C. et al. (2014) Automated Real-Time Classification and Decision Making in Massive Data Streams from Synoptic Sky Surveys. (Submitted) PDF
Graham, Matthew J. and Djorgovski, S. G. and Drake, Andrew J. et al. (2014) A novel variability-based method for quasar selection: evidence for a rest-frame ∼54 d characteristic time-scale. Monthly Notices of the Royal Astronomical Society, 439 (1). pp. 703-718. ISSN 0035-8711. PDF
Donalek, Ciro and Djorgovski, S. G. and Mahabal, Ashish A. et al. (2013) Feature Selection Strategies for Classifying High Dimensional Astronomical Data Sets. In: Big Data, 2013 IEEE International Conference. IEEE, New York, NY, pp. 35-45. ISBN 978-1-4799-1292-6 PDF
Graham, Matthew J. and Drake, Andrew J. and Djorgovski, S. G. et al. (2013) Using conditional entropy to identify periodicity. Monthly Notices of the Royal Astronomical Society, 434 (3). pp. 2629-2635. ISSN 0035-8711. PDF
Graham, Matthew J. and Drake, Andrew J. and Djorgovski, S. G. et al. (2013) A comparison of period finding algorithms. Monthly Notices of the Royal Astronomical Society, 434 (4). pp. 3423-3444. ISSN 0035-8711. PDF
Graham, Matthew J. and Djorgovski, S. G. and Mahabal, Ashish A. et al. (2013) Machine-assisted discovery of relationships in astronomy. Monthly Notices of the Royal Astronomical Society, 431 (3). pp. 2371-2384. ISSN 0035-8711. PDF
Thompson, David R. and Burke-Spolaor, Sarah and Deller, Adam T. et al. (2013) Real Time Adaptive Event Detection in Astronomical Data Streams: Lessons from the VLBA. (Submitted) PDF
Djorgovski, S. G. and Cutler, C. and Elmegreen, B. et al. (2012) Digging Deeper: Algorithms for Computationally-Limited Searches in Astronomy. Keck Institute for Space Studies, Pasadena, Ca. (Unpublished) PDF
Djorgovski, S. G. and Mahabal, A. A. and Donalek, C. et al. (2012) Flashes in a star stream: Automated classification of astronomical transient events. In: 2012 IEEE 8th International Conference on E-Science. IEEE, Piscataway, NJ, pp. 1-8. ISBN 978-1-4673-4467-8 PDF
Scargle, J.D. and Norris, J.P. and Jackson, B. and Chiang, J. (2012) Studies in Astronomical Time Series Analysis. VI. Bayesian Block Representations. Cornell University Library. arXiv:1207.5578 [astro-ph.IM]. PDF
Mahabal, A. et al. (2011) Real-Time Classification of Transient Events in Synoptic Sky Surveys. New Horizons in Time-Domain Astronomy, Proc, IAU Symp. 285, p. 355-357. PDF
Abstracts:
Djorgovski, S. G. (2014) Synoptic Sky Surveys: Lessons Learned and Challenges Ahead. American Astronomical Society, AAS Meeting #223, #317.01. Abstract
Donalek, C. et. al. (2013) Automated Classification of Transient and Variable Sources. American Astronomical Society, AAS Meeting #221, #352.20. Abstract
Mahabal, A. A. et. al. (2013) Transient Classification: Superior Bayesian Networks using Domain Knowledge. American Astronomical Society, AAS Meeting #221, #240.13. Abstract
Graham, M. et. al. (2013) Automatic Discovery of Relationships in Astronomy. American Astronomical Society, AAS Meeting #221, #240.05. Abstract
