Publications

Peer-Reviewed

  • Karianne J. Bergen, and Gregory C. Beroza (2018). Earthquake Fingerprints: Extracting Waveform Features for Similarity-Based Earthquake Detection. Pure and Applied Geophysics. DOI: 10.1007/s00024-018-1995-6. (link)
  • Kexin Rong, Clara E. Yoon, Karianne J. Bergen, Hashem Elezabi, Peter Bailis, Philip Levis, Gregory C. Beroza. Locality-Sensitive Hashing for Earthquake Detection: A Case Study Scaling Data-Driven Science. Proceedings of the Very Large Data Bases (VLBD) Endowment, Vol. 11, No. 11, pp. 1674-1687. (link)(FAST code)(blog)
  • 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‚ÄôReilly, 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. Short Courses and workshops as a path into data science. Abstract ED51B-06, American Geophysical Union (AGU) Fall meeting, Washington, DC, 10-14 December 2018. (link)
  • Karianne Bergen, Clara E. Yoon, Kexin Rong, Peter Bailis, Phil Levis, and Gregory C. Beroza. FAST: a data mining approach to large-scale earthquake detection. Abstract S11E-1059, American Geophysical Union (AGU) Fall meeting, Washington, DC, 10-14 December 2018. (link)
  • Karianne Bergen and Gregory Beroza. Extending FAST to detect over a seismic network. Machine Learning in Solid Earth Geoscience, Santa Fe, NM, 20-22 February, 2018.
  • 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

  • Fatena El-Masri, Karianne Bergen, Obeng Addai, Piaomu Liu, Shrabanti Chowdhury, Xin Huang, Mark Wolff, and Kennith Lopiano (2014). Analysis of Self-Reported Health Outcomes Data from Web-Based Media Sources, in 2014 Mathematical and Statistical Modeling Workshop for Graduate Students, eds. Pierre Gremaud, Ilse C.F. Ipsen, and Ralph Smith, CRSC Technical Report TR14-11. (link)
  • 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)