Volkan Cevher

 

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Submitted Journal Publications:

  1. R. G. Baraniuk, V. Cevher, M. F. Duarte, and C. Hegde, “Model-based compressive sensing,” submitted to IEEE Transactions on Information Theory.
    Abstract      BiBTeX      Paper: PDF

Journal:

  1. R. G. Baraniuk, V. Cevher, and M. Wakin, “Low-dimensional models for dimensionality reduction and signal recovery: A geometric perspective,” accepted to Proceedings of the IEEE.

    Abstract      BiBTeX      Paper: PDF
  2. V. Cevher and L. Kaplan, “Acoustic sensor network design for position estimation,”  ACM Transactions on Sensor Networks, vol. 4, no. 3, May 2009.

    Abstract      BiBTeX      Paper: PDF
  3. V. Cevher, R. Chellappa, and J. H. McClellan, “Vehicle speed estimation using acoustic wave patterns,” to be published at IEEE Transactions on Signal Processing.
    Abstract      BiBTeX      Paper: PDF
  4. V. Cevher, R. Velmurugan, and J. H. McClellan, “Acoustic multi target tracking using direction-of-arrival batches,” IEEE Transactions on Signal Processing, vol. 55, no. 6, pp. 2810-2825, June 2007.
    Abstract      BiBTeX      Paper: PDF
  5. V. Cevher, A. Sankaranarayanan, J. H. McClellan, and R. Chellappa, “Target tracking using a joint acoustic video system,” IEEE Transactions on Multimedia, vol. 9, no. 4, pp. 715-727, June 2007.
    Abstract      BiBTeX      Paper: PDF
  6. M. Alam, V. Cevher, J. H. McClellan, G. D. Larson, and W. R. Scott Jr. “Optimal maneuvering of seismic sensors for localization of subsurface targets,” IEEE Transactions on Geoscience and Remote Sensing, vol. 45, no. 5, pp. 1247-1257, May 2007.
    Abstract      BiBTeX      Paper: PDF
  7. M. Borkar, V. Cevher, and J. H. McClellan, “A Monte-Carlo method for initializing distributed tracking algorithms with acoustic propagation delay compensation,” Journal of VLSI Signal Processing Systems, vol. 48, no. 1-2, pp. 109-125, August 2007.  
    Abstract      BiBTeX      Paper: PDF
  8. M. Borkar, V. Cevher, and J. H. McClellan, “Low computation and low latency algorithms for distributed sensor network initialization,” Signal, Image and Video Processing (Springer), vol. 1, no.2, pp 133-148, June 2007.
    Abstract      BiBTeX      Paper: PDF
  9. V. Cevher and J. H. McClellan, “Acoustic node calibration using moving sources,” IEEE Transactions on Aerospace and Electronic Systems, vol. 42, no. 2, pp 585-600, April 2006.
    Abstract      BiBTeX      Paper: PDF
  10. V. Cevher and J. H. McClellan, “General direction-of-arrival tracking with acoustic nodes,” IEEE Transactions on Signal Processing, vol. 53, no. 1, pp. 1-12, January 2005.
    Abstract      BiBTeX      Paper: PDF
Conference:
  1. V. Cevher, “Learning with compressible priors,” NIPS, Vancouver, B.C., Canada, 7-12 December 2009.
    Abstract      BiBTeX      Paper: PDF      Software: randcs.m
  2. M. F. Duarte, V. Cevher, and R. G. Baraniuk, “Model-based compressive sensing for signal ensembles,” Proceedings of the 47rd Allerton Conference on Communication, Control, and Computing, Monticello, IL, 30 September-2 October 2009.
    Abstract      BiBTeX      Paper: PDF
  3. V. Cevher, P. Indyk, C. Hegde, R. G. Baraniuk, “Recovery of clustered sparse signals from compressive measurements,” SAMPTA 2009, Marseille, France, 18-22 May 2009.
    Abstract      BiBTeX      Paper: PDF
  4. V. Cevher, P. Boufounos, R. G. Baraniuk, A. C. Gilbert, and M. J. Strauss, “Near-optimal Bayesian localization via incoherence and sparsity,” IPSN 2009, San Francisco, CA, 13-16 April 2009.
    Abstract      BiBTeX      Paper: PDF
  5. C. Hegde, M. F. Duarte, and V. Cevher, “Compressive sensing recovery of spike trains using a structured sparsity model,” SPARS'09, Saint-Malo, France, 6-9 April 2009.  
    Abstract      BiBTeX      Paper: PDF
  6. M. F. Duarte, C. Hegde, V. Cevher, and Richard G. Baraniuk “Recovery of Compressible Signals in Unions of Subspaces,” CISS, Baltimore, MD, 18-20 March 2009.  
    Abstract      BiBTeX      Paper: PDF
  7. V. Cevher, M. F. Duarte, C. Hegde, and R. G. Baraniuk,  “Sparse signal recovery using Markov random fields,” NIPS, Vancouver, B.C., Canada, 8-11 December 2008.
    Abstract      BiBTeX      Paper: PDF
  8. V. Cevher, A. C. Sankaranarayanan, M. F. Duarte, D. Reddy, R. G. Baraniuk, and R. Chellappa, “Compressive sensing for background subtraction,” ECCV, Marseille, France, 12-18 October 2008.
    Abstract      BiBTeX      Paper: PDF
  9. V. Cevher, M. F. Duarte, and R. G. Baraniuk, “Distributed target localization via spatial sparsity,” EUSIPCO 2008, Lausanne, Switzerland, 25-29 August 2008.  
    Abstract      BiBTeX      Paper: PDF
  10. V. Cevher, and L. Kaplan, “Pareto frontiers of sensor networks for localization,” IPSN 2008, St. Louis, MO, 22-24 April 2008.
    Abstract      BiBTeX      Paper: PDF
  11. V. Cevher, and R. G. Baraniuk, “Compressive sensing for sensor calibration,” SAM 2008 Workshop, Darmstadt, Germany, 21-23 July 2008.
    Abstract      BiBTeX      Paper: PDF
  12. D. Reddy, A. C. Sankaranarayanan, V. Cevher, and R. Chellappa, “Compressed sensing for multi-view tracking and 3-D voxel reconstruction,” ICIP 2008, San Diego, CA, 12-15 October 2008.
    Abstract      BiBTeX      Paper: PDF
  13. V. Cevher, A. C. Sankaranarayanan, and R. Chellappa, “Factorized variational approximations for acoustic multi source localization,” ICASSP 2008, Las Vegas, NV, 30 March-4 April 2008.
    Abstract      BiBTeX      Paper: PDF
  14. V. Cevher, A. C. Gurbuz, J. H. McClellan, and R. Chellappa, “Compressive wireless arrays for bearing estimation of sparse sources in angle domain,” ICASSP 2008, Las Vegas, NV, 30 March-4 April 2008.
    Abstract      BiBTeX      Paper: PDF
  15. A. C. Gurbuz, V. Cevher, and J. H. McClellan, “A compressive beamforming method,” ICASSP 2008, Las Vegas, NV, 30 March-4 April 2008.
    Abstract      BiBTeX      Paper: PDF
  16. V. Cevher, R. Chellappa, and J. H. McClellan, “Gaussian approximations for energy-based detection and localization in sensor networks,” IEEE Statistical Signal Processing Workshop, Madison, WI, 26-29 August 2007.  
    Abstract      BiBTeX      Paper: PDF
  17. R. Velmurugan, V. Cevher, and J. H. McClellan, “Implementation of batch-based particle filters for multi-sensor tracking,” IEEE CAMSAP 2007, U.S. Virgin Islands, 12-14 December 2007.   
    Abstract      BiBTeX      Paper: PDF
  18. R. Velmurugan, S. Subramanian, V. Cevher, J. H. McClellan, and D. V. Anderson “Mixed-mode implementation of particle filters,” IEEE PACRIM 2007, Victoria, B.C., CA, 22-24 August 2007.
    Abstract      BiBTeX      Paper: PDF
  19. V. Cevher, R. Chellappa, and J. H. McClellan, “Joint acoustic-video fingerprinting of vehicles, part I,” ICASSP 2007, Honolulu, Hawaii, 16-20 April 2007.
    Abstract      BiBTeX      Paper: PDF
  20. V. Cevher, F. Guo, A. C. Sankaranarayanan, and R. Chellappa, “Joint acoustic-video fingerprinting of vehicles, part II,” ICASSP 2007, Honolulu, Hawaii, 16-20 April 2007.
    Abstract      BiBTeX      Paper: PDF
  21. V. Cevher, F. Shah, R. Velmurugan, and J. H. McClellan, “An acoustic multi-target tracking system using random sampling consensus,” 2007 IEEE Aerospace Conference, Big Sky, Montana, 3-10 March 2007.  
    Abstract      BiBTeX      Paper: PDF
  22. M. Borkar, V. Cevher, and J. H. McClellan, “A Monte-Carlo approach for tracking mobile personnel,” 2007 IEEE Aerospace Conference, Big Sky, Montana, 3-10 March 2007.  
    Abstract      BiBTeX      Paper: PDF
  23. L. Kaplan and V. Cevher, “Design considerations for heterogeneous network of bearings-only sensors using sensor management,” 2007 IEEE Aerospace Conference, Big Sky, Montana, 3-10 March 2007.
    Abstract      BiBTeX       Paper: PDF
  24. S. Ozgur, V. Cevher, D. B. Williams, and J. H. McClellan, “Convergence Analysis for Sequential Monte Carlo Receivers in Communications Applications,” IEEE DSP Workshop 2006, Grand Teton National Park, Wyoming, 24-27 September 2006.
    Abstract      BiBTeX      Paper: PDF
  25. V. Cevher, M. Borkar, and J. H. McClellan, “A joint radar-acoustic particle filter tracker with acoustic propagation delay compensation,” EUSIPCO 2006, Florence, Italy, 4-8 September 2006.   
    Abstract      BiBTeX      Paper: PDF
  26. R. Velmurugan, S. Subramanian, V. Cevher, D. Abramson, K. M. Odame, J. D. Gray, H.-J. Lo, J. H. McClellan, and D. V. Anderson “On low-power analog implementations of particle filters for target tracking,” EUSIPCO 2006, Florence, Italy, 4-8 September 2006.  
    Abstract      BiBTeX      Paper: PDF
  27. V.Cevher, R. Velmurugan, and J. H. McClellan, “A particle filter range tracker,” ICASSP 2006, Toulouse, France, 15-19 May 2006.
    Abstract      BiBTeX      Paper: PDF
  28. M. Alam, V. Cevher, and J. H. McClellan, “Optimal experiments with seismic sensors,” ICASSP 2006, Toulouse, France, 15-19 May 2006.
    Abstract      BiBTeX      Paper: PDF
  29. M. Borkar, V. Cevher, and J. H. McClellan, “A Monte-Carlo method for initializing distributed tracking algorithms,” ICASSP 2006, Toulouse, France, 15-19 May 2006.
    Abstract      BiBTeX      Paper: PDF
  30. V. Cevher, R. Velmurugan, and J. H. McClellan, “Multi target direction-of-arrival tracking using road priors,” 2006 IEEE Aerospace Conference, Big Sky, Montana, 4-11 March 2006.  
    Abstract      BiBTeX      Paper: PDF
  31. V. Cevher and J. H. McClellan, “An acoustic multiple target tracker,” 2005 IEEE Statistical Signal Processing Conference, Bordeaux, France, 17-20 July 2005.
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  32. M. Borkar, V. Cevher, and J. H. McClellan, “Estimating target state distributions in a distributed sensor network using a Monte-Carlo approach,” 2005 IEEE Workshop on Machine Learning for Signal Processing, Mystic, Connecticut, 28-30 September 2005.
    Abstract      BiBTeX      Paper: PDF
  33. G. Qian, V. Cevher, A. Sankaranarayanan, J. H. McClellan, and R. Chellappa, “Vehicle tracking using acoustic and video sensors,” in Army Science Conference 2004, Orlando, 29 November-2 December 2004.
    Abstract      BiBTeX      Paper: PDF
  34. V. Cevher and J. H. McClellan, “Proposal strategies for joint state-space tracking with particle filters,” ICASSP 2005, Philadelphia, PA, 18-23 March 2005.
    Abstract      BiBTeX      Paper: PDF
  35. V. Cevher and J. H. McClellan, “Acoustic node calibration using helicopter sounds and Monte Carlo Markov chain methods,” IEEE DSP Workshop, Taos Ski Valley, NM, 1-4 August 2004.
    Abstract      BiBTeX      Paper: PDF
  36. V. Cevher and J. H. McClellan, “Fast initialization of particle filters using a modified Metropolis-Hastings algorithm: Mode-Hungry approach,” ICASSP 2004, Montreal, CA, 17-21 May 2004.
    Abstract      BiBTeX      Paper: PDF
  37. V. Cevher and J. H. McClellan, “Tracking of multiple wideband targets using passive sensor arrays and particle filters,” IEEE DSP Workshop, Callaway Gardens, GA, 13-16 October 2002.
    Abstract      BiBTeX      Paper: PDF
  38. V. Cevher and J. H. McClellan, “2-D sensor perturbation analysis: equivalence to AWGN on array outputs,” SAM 2002 Workshop, WDC, 4-6 August 2002.
    Abstract      BiBTeX      Paper: PDF
  39. V. Cevher and J. H. McClellan, “Sensor array calibration via tracking with the extended Kalman filter,” ICASSP 2001, vol. 5, pp. 2817-2820, Salt Lake City, UT, May 2001.
    Abstract      BiBTeX      Paper: PDF
  40. R. M. Dansereau, W. Kinsner, and V. Cevher, “Wavelet packet best basis search using generalized Renyi entropy,” IEEE CCECE 2002, vol. 2, pp. 1005-1008.
    Abstract      BiBTeX   

Thesis:

V. Cevher

 A Bayesian framework for target tracking using acoustic
and image measurements
,

Ph.D. thesis, Georgia Institute of Technology, 2005.

Abstract      BiBTeX       Thesis: PDF