Research‎ > ‎

Publications

Peer-Reviewed
  • Karianne J. Bergen,  and Gregory C. Beroza (2018). Detecting Earthquakes over a Seismic Network using Single-Station Similarity Measures. Geophysical Journal International, Volume 213, Issue 3, Pages 1984-1998. DOI: 10.1093\gji\ggy100. (link)
  • Karianne Bergen, Clara Yoon, and Gregory C. Beroza (2016). Scalable Similarity Search in Seismology: A New Approach to Large-Scale Earthquake Detection. Proceedings, Similarity Search and Applications: 9th International Conference, SISAP 2016, Tokyo, Japan, 24-26 October 2016. (link)(preprint)
  • Clara E. Yoon, Ossian O’Reilly, Karianne J. Bergen, Gregory C. Beroza (2015). Earthquake detection through computationally efficient similarity search. Science Advances, 2015: e1501057. DOI: 10.1126/sciadv.1501057. (link)

Conference Proceedings
  • Jerome J. Braun, Karianne Bergen, and Timothy J. Dasey (2011).  Inner rehearsal modeling for cognitive robotics. Proc. SPIE 8064, Multisensor, Multisource Information Fusion: Architectures, Algorithms, and Applications 2011, 80640A. (link)
  • Jerome J. Braun, Austin Hess, Yan Glina, Edward C. Wack, Karianne Bergen, Timothy J. Dasey, Robert M. Mays, and John Strawbridge (2010). Information fusion of standoff and other information for biodefense decision support. Proc. SPIE 7665, Chemical, Biological, Radiological, Nuclear, and Explosives (CBRNE) Sensing XI, 76650C. (link)
  • Jerome J. Braun, Austin Hess, Yan Glina, Edward C. Wack,  Karianne Bergen, Timothy J. Dasey, Robert M. Mays, and John Strawbridge (2010).  Approaches to information fusion with spatiotemporal aspects for standoff and other biodefense information sources. Proc. SPIE 7710, Multisensor, Multisource Information Fusion: Architectures, Algorithms, and Applications 2010, 771003. (link)

Conference Abstracts

  • Karianne Bergen and Gregory C. Beroza. Automatic Earthquake Detection by Active Learning. American Geophysical Union (AGU) Fall meeting, New Orleans, LA, 11-15 December 2017. (link)
  • Karianne J. Bergen and Gregory C. Beroza. On the Use of Machine Learning for Seismic Event Detection. Seismological Society of America (SSA) Annual Meeting, Denver, CO, 18-20 April 2017. (link)(student presentation award)
  • Karianne Bergen, and Gregory Beroza. Earthquake Fingerprints: Representing Earthquake Waveforms for Similarity-Based Detection. Abstract S53A-2794, American Geophysical Union (AGU) Fall Meeting, San Francisco, CA, 12-16 December 2016. (link)
  • Karianne J. Bergen, Clara E. Yoon, and Gregory C. Beroza. Data Mining for Earthquake Detection using Computationally Efficient Search for Similar Seismic Signals.  Seismological Society of America (SSA) Annual Meeting, Reno, NV, 20-22 April 2016. (link) (slidecast)(student presentation award)
  • Karianne Bergen, Clara Yoon, Ossian O'Reilly, and Gregory Beroza. Unsupervised Approaches for Post-Processing in Computationally Efficient Waveform-Similarity-Based Detection. Abstract S53A-2777, American Geophysical Union (AGU) Fall Meeting, San Francisco, CA, 14-18 December 2015.    (link) (student paper award)
  • Karianne Bergen, Clara Yoon, Ossian O'Reilly, and Gregory Beroza. Fingerprint and Similarity Thresholding for Computationally Efficient Earthquake Detection.  Southern California Earthquake Center (SCEC) Annual Meeting, Palm Springs, CA, 13-16 September 2015.

Technical Reports
  • Sahinaz Safari Sanjani, Jean-Baptiste Boin, and Karianne Bergen (2013). Blood Vessel Segmentation in Retinal Fundus Images. Course project report, EE 368/CS 232: Digital Image Processing, Stanford University. (link)
  • Karianne Bergen (2013)Modeling the effect of network-based targeting for methadone maintenance treatment on HIV transmission.  Course project report, MS&E 292: Health Policy Modeling, Stanford University. (link)
  • Karianne Bergen and Leilani Gilpin (2012). Negative News No More: Classifying News Article Headlines. Course project report, CS 229: Machine Learning, Stanford University. (link) 

Patents
  • Beroza, Gregory C., Ossian J. O'Reilly, Clara E. Yoon, and Karianne Bergen"Efficient Similarity Search of Seismic Waveforms." U.S. Patent Application 14/704,387, filed May 5, 2015.(link)