[Publications sorted by year below.]

Visual Recognition and Sparse Overcomplete Coding

For more information, see also Ken Kreutz-Delgado's web site.

Visual Recognition and Inference Using Dynamic Overcomplete Sparse Learning. J.F.Murray and K. Kreutz-Delgado. to appear, Neural Computation, 2007. [Murray2007.pdf]

Learning Sparse Overcomplete Codes for Images. J. F. Murray and K. Kreutz-Delgado. Journal of VLSI Signal Processing, vol. 45, no. 1, pp. 97-110, 2006. [Murray2006.pdf]

Ph.D. Dissertation: Visual Recognition, Inference and Coding using Learned Sparse Overcomplete Representations. J. F. Murray. UC San Diego, Electrical and Computer Engineering Department. Summer 2005. [abstract] [Murray2005c_thesis.pdf]

Sparse Image Coding using Learned Overcomplete Dictionaries
J. F. Murray and K. Kreutz-Delgado. IEEE International Workshop on Machine Learning for Signal Processing (MLSP 2004), September 2004. [Murray2004.pdf]

Dictionary Learning Algorithms for Sparse Representation
K. Kreutz-Delgado, J. F. Murray, B. D. Rao, K. E.,T.-W. Lee and T. J. Sejnowski. Neural Computation, vol. 15, no. 2, February 2003, pp. 349-396.
[Kreutz2003.pdf]

Recognizing Rotated and Occluded Shapes Using Binary-Activated Neural Networks and Sparse Feature Representations
J. F. Murray and K. Kreutz-Delgado. 9th Joint Symposium on Neural Computation. Caltech, May 2002.

An Improved FOCUSS-Based Learning Algorithm for Solving Sparse Linear Inverse Problems
J. F. Murray and K. Kreutz-Delgado. Conference Record of the 35rd Asilomar Conference on Signals, Systems and Computers (IEEE). vol. 1, pp. 347-351. November 2001. [Murray2001b.pdf]

Intelligent Storage and Hard Drive Failure Prediction

For more information, see the SMART project web site.

Machine Learning Methods for Predicting Failures in Hard Drives: A Multiple-Instance Application
J. F. Murray, K. Kreutz-Delgado and G. F. Hughes. Journal of Machine Learning Research, vol. 6, 2005, pp. 783-816. [Murray2005.pdf]

Reliability and Security of RAID Storage Systems and D2D Archives Using SATA Disk Drives
G. F. Hughes and J. F. Murray. ACM Transactions on Storage, vol. 1, no. 1, December 2004, pp. 95-107. [Hughes2004.pdf]

Hard drive failure prediction using non-parametric statistical methods
J. F. Murray, G. F. Hughes, K. Kreutz-Delgado. Proc. ICANN/ICONIP 2003, June 2003, Istanbul, Turkey. [Murray2003.pdf]

Improved Disk Drive Failure Warnings
G. F. Hughes, J. F. Murray, K. Kreutz-Delgado and C. Elkan. IEEE Transactions on Reliability, vol. 51, no. 3, September 2002, pp. 350-357. [Hughes2002.pdf]

Preliminary Evaluation of Hard Drive Failure Detection Algorithms using Seagate SMART Data
J. F. Murray. UCSD Center for Magnetic Recording Research (CMRR) Technical Report, 2001.

Oceanography: Tide range changes 1850-2000

Trends in U.S. Tidal Datum Statistics and Tide Range
R. Flick, J. F. Murray and L. Ewing. ASCE Journal of Waterway, Port, Coastal and Ocean Engineering. Vol 129, No 4, July 2003, pp. 155-164. [Flick2003.pdf]

Trends in U.S. Tidal Datum Statistics and Tide Range
R. Flick, J. F. Murray and L. Ewing. California Shore and Beach Preservation Association (CSBPA) and California Coastal Coalition (CalCoast) 2001 Annual Conference. November 2001. [abstract, Flick2001abs.pdf]

Trends in U.S. Tidal Datum Statistics and Tide Range: A Data Report Atlas
R. Flick, J. F. Murray and L. Ewing. Scripps Institution of Oceanography (SIO) Reference Series 99-20. December 1999. [This report is 213 pages long, contact me for a copy.]

Publications by Year

2007

Visual Recognition and Inference Using Dynamic Overcomplete Sparse Learning. J.F.Murray and K. Kreutz-Delgado. to appear, Neural Computation, 2007. [Murray2007.pdf]

2006

Learning Sparse Overcomplete Codes for Images. J. F. Murray and K. Kreutz-Delgado. Journal of VLSI Signal Processing, vol. 45, no. 1, pp. 97-110, 2006. [Murray2006.pdf]

2005

Ph.D. Dissertation: Visual Recognition, Inference and Coding using Learned Sparse Overcomplete Representations. J. F. Murray. UC San Diego, Electrical and Computer Engineering Department. Summer 2005. [abstract] [Murray2005c_thesis.pdf]

Machine Learning Methods for Predicting Failures in Hard Drives: AMultiple-Instance Application
J. F. Murray, K. Kreutz-Delgado and G. F. Hughes. Journal of Machine Learning Research, vol. 6, 2005, pp. 783-816. [Murray2005.pdf]

2004

Sparse Image Coding using Learned Overcomplete Dictionaries
J. F. Murray and K. Kreutz-Delgado. IEEE International Workshop on Machine Learning for Signal Processing (MLSP 2004), September 2004. [Murray2004.pdf]

Reliability and Security of RAID Storage Systems and D2D ArchivesUsing SATA Disk Drives
G. F. Hughes and J. F. Murray. ACM Transactions on Storage, vol. 1, no. 1,December 2004, pp. 95-107. [Hughes2004.pdf]

2003

Dictionary Learning Algorithms for Sparse Representation
K. Kreutz-Delgado, J. F. Murray, B. D. Rao, K. E.,T.-W. Lee and T. J. Sejnowski. Neural Computation, vol. 15, no. 2, February 2003, pp. 349-396.
[Kreutz2003.pdf]

Trends in U.S. Tidal Datum Statistics and Tide Range
R. Flick, J. F. Murray and L. Ewing. ASCE Journal of Waterway, Port, Coastal and Ocean Engineering. Vol 129, No 4, July 2003, pp. 155-164. [Flick2003.pdf]

Hard drive failure prediction using non-parametric statistical methods
J. F. Murray, G. F. Hughes, K. Kreutz-Delgado. Proc. ICANN/ICONIP 2003, June 2003, Istanbul, Turkey. [Murray2003.pdf]

2002

Improved Disk Drive Failure Warnings
G. F. Hughes, J. F. Murray, K. Kreutz-Delgado and C. Elkan. IEEE Transactions on Reliability, vol. 51, no. 3, September 2002, pp. 350-357. [Hughes2002.pdf]

2001

An Improved FOCUSS-Based Learning Algorithm for Solving Sparse Linear Inverse Problems
J. F. Murray and K. Kreutz-Delgado. Conference Record of the 35rd Asilomar Conference on Signals, Systems and Computers (IEEE). vol. 1, pp. 347-351. November 2001. [Murray2001b.pdf]

1999

Trends in U.S. Tidal Datum Statistics and Tide Range: A Data Report Atlas
R. Flick, J. F. Murray and L. Ewing. Scripps Institution of Oceanography (SIO) Reference Series 99-20. December 1999. [This report is 213 pages long, contact me for a copy.]

Last update: April 23, 2007