Publications

 

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3D reconstruction of Golgi data: Golgi-stained neuron is reconstructed in 3D. [More images] [More nuggets]

2014

Yoonsuck Choe, Jaerock Kwon, David Mayerich, and Louise C. Abbott. Connectome, mouse. In Dieter Jaeger and Ranu Jung, editors, Encyclopedia of Computational Neuroscience. Springer, Berlin, 1st edition, 2014. In press.

 

Yoonsuck Choe. Anti-Hebbian learning. In Dieter Jaeger and Ranu Jung, editors, Encyclopedia of Computational Neuroscience. Springer, Berlin, 1st edition, 2014. In press.

 

Yoonsuck Choe. Connectome, general. In Dieter Jaeger and Ranu Jung, editors, Encyclopedia of Computational Neuroscience. Springer, Berlin, 1st edition, 2014. In press.

 

Yoonsuck Choe. Hebbian learning. In Dieter Jaeger and Ranu Jung, editors, Encyclopedia of Computational Neuroscience. Springer, Berlin, 1st edition, 2014. In press.

2013

J. Park, S. Kim, S. I. Park, Y. Choe, J. Li, and A. Han. A microchip for quantitative analysis of CNS axon growth under localized biomolecular treatments. Journal of Neuroscience Methods, 221:166-174, 2013.

 

Chul Sung, Jongwook Woo, Matthew Goodman, Todd Huffman, and Yoonsuck Choe. Scalable, incremental learning with MapReduce parallelization for cell detection in high-resolution 3D microscopy data. In Proceedings of the International Joint Conference on Neural Networks, pages 434-440, 2013.

2012

Ji Ryang Chung, Jaerock Kwon, Timothy A. Mann, and Yoonsuck Choe. Evolution of time in neural networks: From the present to the past, and forward to the future. In A. Ravishankar Rao and Guillermo A. Cecchi, editors, The Relevance of the Time Domain to Neural Network Models, Springer Series in Cognitive and Neural Systems 3, pages 99-116. Springer, New York, 2012.

 

C. Sung, D. Mayerich, J. Kwon, D. E. Miller, L. C. Abbott, J. Keyser, T. Huffman, and Y. Choe. Web-based knife-edge scanning microscope brain atlas in vector-graphics for enhanced performance. In Neuroscience Meeting Planner, New Orleans, LA: Society for Neuroscience, 2012. Program No. 328.05. Online.

2011

Yoonsuck Choe, David Mayerich, Jaerock Kwon, Daniel E. Miller, Ji Ryang Chung, Chul Sung, John Keyser, and Louise C. Abbott. Knife-edge scanning microscopy for connectomics research. In Proceedings of the International Joint Conference on Neural Networks, pages 2258-2265, Piscataway, NJ, 2011. IEEE Press.

 

Yoonsuck Choe, David Mayerich, Jaerock Kwon, Daniel E. Miller, Chul Sung, Ji Ryang Chung, Todd Huffman, John Keyser, and Louise C. Abbott. Specimen preparation, imaging, and analysis protocols for knife-edge scanning microscopy. Journal of Visualized Experiments, 58:e3248, 2011. doi: 10.3791/3248.

 

J. R. Chung, C. Sung, D. Mayerich, J. Kwon, D. E. Miller, T. Huffman, L. C. Abbott, J. Keyser, and Y. Choe. Multiscale exploration of mouse brain microstructures using the knife-edge scanning microscope brain atlas. Frontiers in Neuroinformatics, 5:29, 2011.

 

Jaerock Kwon, David Mayerich, and Yoonsuck Choe. Automated cropping and artifact removal for knife-edge scanning microscopy. In Proceedings of the IEEE International Symposium on Biomedical Imaging, pages 1366-1369, 2011.

 

D. Mayerich, J. Kwon, C. Sung, L. C. Abbott, J. Keyser, and Y. Choe. Fast macro-scale transmission imaging of microvascular networks using KESM. Biomedical Optics Express, 2:2888-2896, 2011.

 

David Mayerich, Jaerock Kwon, Aaron Panchal, John Keyser, and Yoonsuck Choe. Fast cell detection in high-throughput imagery using gpu-accelerated machine learning. In Proceedings of the IEEE International Symposium on Biomedical Imaging, pages 719-723, 2011.

 

Huei-Fang Yang and Yoonsuck Choe. Ground truth estimation by maximizing topological agreements in electron microscopy data. In Proceedings of the 7th International Symposium on Visual Computing (LNCS 6938), pages 371-380, 2011. Huei-Fang Yang and Yoonsuck Choe. An interactive editing framework for electron microscopy image segmentation. In Proceedings of the 7th International Symposium on Visual Computing (LNCS 6938), pages 400-409, 2011.

 

C. Sung, J. R. Chung, D. Mayerich, J. Kwon, D. E. Miller, T. Huffman, J. Keyser, L. C. Abbott, and Y. Choe. Knife-edge scanning microscope brain atlas: A submicrometer-resolution web-based mouse brain atlas. In Neuroscience Meeting Planner, Washington, DC: Society for Neuroscience, 2011. Program No. 328.05. Online.

2010

Y. Choe, L. C. Abbott, D. E. Miller, D. Han, H.-F. Yang, J. R. Chung, C. Sung, D. Mayerich, J. Kwon, K. Micheva, and S. J. Smith. Multiscale imaging, analysis, and integration of mouse brain networks. In Neuroscience Meeting Planner, San Diego, CA: Society for Neuroscience, 2010. Program No. 516.3. Online.

 

Yoonsuck Choe, Louise C. Abbott, Giovanna Ponte, John Keyser, Jaerock Kwon, David Mayerich, Daniel Miller, Donghyeop Han, Anna Maria Grimaldi, Graziano Fiorito, David B. Edelman, and Jeffrey L. McKinstry. Charting out the octopus connectome at submicron resolution using the knife-edge scanning microscope. BMC Neuroscience, 11(Suppl 1):P136, 2010. Nineteenth Annual Computational Neuroscience Meeting: CNS*2010.

 

Huei-Fang Yang and Yoonsuck Choe. Electron microscopy image segmentation with estimated symmetric three-dimensional shape prior. In Proceedings of the 6th International Symposium on Visual Computing, 2010. In press.

 

Y. Choe, D. Han, P.-S. Huang, J. Keyser, J. Kwon, D. Mayerich, and L. C. Abbott. Complete submicrometer scans of mouse brain microstructure: Neurons and vasculatures. In Neuroscience Meeting Planner, Chicago, IL: Society for Neuroscience, 2009. Program No. 389.10. Online.

2009

Donghyeop Han, Heeyoul Choi, Choonseog Park, and Yoonsuck Choe. Fast and accurate retinal vasculature tracing and kernel-isomap-based feature selection. In Proceedings of the International Joint Conference on Neural Networks, pages 1075-1082, Piscataway, NJ, 2009. IEEE Press. PDF

 

Donghyeop Han, John Keyser, and Yoonsuck Choe. A local maximum intensity projection tracing of vasculature in Knife-Edge Scanning Microscope volume data. In Proceedings of the IEEE International Symposium on Biomedical Imaging, pages 1259-1262, 2009. PDF

 

Huei-Fang Yang and Yoonsuck Choe. 3D volume extraction of densely packed cells in EM data stack by forward and backward graph cuts. In Proceedings of the 2009 IEEE Symposium on Computational Intelligence for Multimedia Signal and Vision Processing, pages 47-52, 2009. PDF

 

Huei-Fang Yang and Yoonsuck Choe. Cell tracking and segmentation in electron microscopy images using graph cuts. In Proceedings of the IEEE International Symposium on Biomedical Imaging, pages 306-309, 2009. PDF

 

Donghyeop Han. Rapid 3D Tracing of the Mouse Brain Neurovasculature with Local Maximum Intensity Projection and Moving Windows. PhD thesis, Department of Computer Science, Texas A&M University, 2009.

 

Jae-Rock Kwon. Acquisition and Mining of the Whole Mouse Brain Microstructure. PhD thesis, Department of Computer Science, Texas A&M University, 2009. PDF

 

Mayerich, D. Imaging and Computational Methods for Exploring Sub-cellular Anatomy Ph.D. Dissertation, May, 2009 (student's dissertation) PDF

2008

D. Mayerich, J. Kwon, Y. Choe, L. Abbott, J. Keyser, Constructing High-Resolution Microvascular Models, Proceedings of the 3rd International Workshop on Microscopic Image Analysis with Applications in Biology (MIAAB 2008). [PDF]

 

Mayerich, D., Abbott, L., and McCormick, B. H.. Knife-Edge Scanning Microscopy for Imaging and Reconstruction of Three-Dimensional Anatomical Structures of the Mouse Brain. Journal of Microscopy, 231:134–143, 2008. [DOI]

 

Yoon H. Bai, Choonseog Park, and Yoonsuck Choe. Relative advantage of touch over vision in the exploration of texture. In Proceedings of the 19th International Conference on Pattern Recognition, 2008. In press. [PDF]

 

Daniel Chern-Yeow Eng and Yoonsuck Choe. Stereo pseudo 3D rendering for web-based display of scientific volumetric data. In Proceedings of the IEEE/EG International Symposium on Volume Graphics, 2008. In press.

 

Jaerock Kwon, David Mayerich, Yoonsuck Choe, and Bruce H. McCormick. Lateral sectioning for knife-edge scanning microscopy. In Proceedings of the IEEE International Symposium on Biomedical Imaging, 2008. In press. [PDF]

 

Mayerich, D., Abbott, L., Keyser, J. Visualization of Cellular and Microvessel Relationships IEEE Transactions on Visualization and Computer Graphics (Proceedings of IEEE Visualization), 2008 Condtional acceptance with revisions, To appear [PDF]

 

Mayerich, D., Keyser, J. Filament Tracking and Encoding for Complex Biological Networks Proceedings of ACM Symposium on Solid and Physical Modeling, pp. 353-358, 2008. (Refereed Short Paper/Poster) [PDF] [Preprint PDF]

 

2007

Y. Choe, L. C. Abbott, J. Keyser, J. Kwon, D. M. Mayerich, Zeki Melek, and B. H. McCormick. Enhanced microvascular staining and tracing in large volumes of mouse brain tissue. In Neuroscience Meeting Planner, San Diego, CA: Society for Neuroscience, 2007. Program No. 845.14. Online.

 

D. M. Mayerich, L. C. Abbott, Y. Choe, D. Han, J. Keyser, Zeki Melek, and B. H. McCormick. Efficient methods for tracing and visualization of neural morphology in microscopy image stacks. In Neuroscience Meeting Planner, San Diego, CA: Society for Neuroscience, 2007. Program No. 845.2. Online.

 

Jyothi S. Guntupalli. Physical sectioning in 3D biological microscopy. Master's thesis, Department of Computer Science, Texas A&M University, 2007. [PDF]

 

D'Souza, A. Automated Counting of Cell Bodies Using Nissl Stained Cross-Sectional Images M.S. Thesis, December, 2007 (student's thesis) [PDF]

 

Mayerich, D., Melek, Z., Keyser, J. Fast Filament Tracking Using Graphics Hardware Technical Report tamu-cs-tr-2007-11-3, Department of Computer Science, Texas A&M University [PDF]

 

David Mayerich, Bruce H. McCormick, and John Keyser, Noise and Artifact Removal in Knife-Edge Scanning Microscopy, In Proceedings of 2007 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, Piscataway, NJ: IEEE Press, 2007 [PDF][Preprint PDF]

 

Wonryull Koh, Neuroanatomical Data Organization for Mammalian Brain Observed at Cellular Level, PhD Dissertation, Department of Computer Science, Texas A&M University, 2007. [PDF]

2006

B. H. McCormick, L. C. Abbott, D. M. Mayerich, , J. Keyser, Jaerock Kwon, Zeki Melek, and Y. Choe. Full-scale submicron neuroanatomy of the mouse brain. In Society for Neuroscience Abstracts. Washington, DC: Society for Neuroscience, 2006. Program No. 694.5. Online.

 

Bruce H. McCormick, KESM 1.5 Optics and Cameras, Technical Report TR2006-10-1, Department of Computer Science, Texas A&M University, College Station, TX, [PDF]

 

Zeki Melek, David Mayerich, Cem Yuksel, and John Keyser, Visualization of Fibrous and Thread-like Data, IEEE Transactions on Visualization and Computer Graphics 12:1165-1172, 2006. [PDF]

 

Hari S. Muddana, Integrated Biomechanical Model of Cells Embedded in Extracellular Matrix, MS Thesis, Department of Computer Science, Texas A&M University, 2006. [PDF]

 

2005

Aravind Aluri, Stochastic Generation of Biologically Accurate Brain Networks, MS Thesis, Department of Computer Science, Texas A&M University, 2005. [PDF]

 

Heejin Lim and Yoonsuck Choe. Facilitatory neural activity compensating for neural delays as a potential cause of the flash-lag effect. In Proceedings of the International Joint Conference on Neural Networks, 268-273, 2005. [PDF]

 

B.H. McCormick, D.M. Mayerich and M. Wiercigroch, Nanomachining for high-resolution scanning of mammalian brain microstructure, Proceedings, 11th International Conference on Fracture -Turin, Italy, March 20-25, 2005

 

2004

Prathuyusha Aragonda, Strategy for Construction of Polymerized Volume Data Sets, MS thesis, Department of Computer Science, Texas A&M University, 2004. [PDF]

 

Purna Doddapaneni, Segmentation Strategies for Polymerized Volume Data Sets, MS thesis, Department of Computer Science, Texas A&M University, 2004. [PDF]

 

 

B. H. McCormick and D.M. Mayerich, Three-Dimensional Imaging Using Knife-Edge Scanning Microscopy. Proceedings, Microscopy and Micro-analysis Conference 2004, Savannah, GA, August 1-5, 2004 [PDF]

 

B. H. McCormick, B. Busse, P. Doddapaneni, Z. Melek, and J. Keyser, Compression, Segmentation, and Modeling of Filamentary Volumetric Data, ACM Symposium on Solid Modeling, Genova, Italy, June 9-11, 2004.

 

B. H. McCormick, Y. Choe, W. Koh, L. C. Abbott, J. Keyser, Z. Melek, P. Doddapaneni, and D. Mayerich. Construction of anatomically correct models of mouse brain networks. Neurocomputing, 58-60:379-386, 2004. [PDF].

 

Y. Choe and R. Miikkulainen. Contour integration and segmentation in a self-organizing map of spiking neurons. Biological Cybernetics, 90:75-88, 2004. [Reprint: PDF]

 

Y. Choe. The role of temporal parameters in a thalamocortical model of analogy. IEEE Transactions on Neural Networks, 15:1071-1082, 2004. [Reprint: PDF]

 

2003

Koh, W. and B.H. McCormick, Specifications for Volume Data Acquisition in Three-Dimensional Light Microscopy, Technical Report TR2003-7-5, Department of Computer Science, Texas A&M University, College Station, TX, 2003. [PDF]

 

McCormick, B.H., B. Busse, P. Doddapaneni, Z. Melek and J. Keyser, Polymerization Strategy for the Compression, Segmentation, and Modeling of Volumetric Data, submitted to Pacific Graphics 2003. [PDF]

 

Stevens, C.B. and D. Mayerich, BTS User Interface, Technical Report, Department of Computer Science, Texas A&M University, College Station, TX, January 24, 2003. [PDF] (Note: This report is updated frequently)

 

2002

McCormick, B.H., B. Busse, Z. Melek and J. Keyser, Polymerization Strategy for the Compression, Segmentation, and Modeling of Volumetric Data, Technical Report 2002-12-1, Department of Computer Science, Texas A&M University, College Station, TX, December 2002. [PDF]

 

Koh, W. and B.H. McCormick, Distributed brain microstructure database system: an exoskeleton to 3D reconstruction and modeling, Neurocomputing, 44-46:1099-1105, 2002.

 

McCormick, B.H., Brain Tissue Scanner enables brain microstructure surveys, Neurocomputing, 44-46:1113-1118, 2002.

 

McCormick, B.H., Development of the Brain Tissue Scanner, Technical Report, Department of Computer Science, Texas A&M University, College Station, TX, March 18, 2002 [PDF].

 

2001

Burton, B.P., B.H. McCormick, R. Torp, and J.H. Fallon, Three-dimensional reconstruction of neuronal forests, Neurocomputing, 38-40:1643-1650, 2001.

 

Koh, W. and B.H. McCormick, Organization and visualization of brain tissue volume data, Neurocomputing, 38-40:1643-1650, 2001.

 

Lien, J-M., M. Morales, and N.M. Amato, Neuron PRM: A Framework for Constructing Cortical Networks, Technical Report TR01-002, PARASOL LAB, Department of Computer Science, Texas A&M University, October 2001. [PDF]

 

2000

Koh, W. and B.H. McCormick, Distributed, web-based microstructure database for brain tissue, Neurocomputing, 32-33: 1065-1071, 2000.

 

Koh, W., Distributed, Web-based Microstructure Database for Brain Tissue, MS Thesis, Department of Computer Science, Texas A&M University, 2000. [PDF]

 

McCormick, B.H., R.W. DeVaul, W.R. Shankel, and J.H. Fallon, Modeling neuron spatial distribution and morphology in the developing human cerebral cortex, Neurocomputing, 32-33: 897-904, 2000.

 

McCormick, B.H., W. Koh, W.R. Shankle, and J.H. Fallon, Geometric modeling of local cortical networks, Neurocomputing, 32-33: 461-469, 2000.

 

1999

Burton, B. P., Automated 3D Reconstruction of Neuronal Structures from Serial Sections, MS Thesis, Department of Computer Science, Texas A&M University, 1999. [PDF]

 

Burton, B. P. and B. H. McCormick, Virtual microscopy of brain tissue, Neurocomputing, 26-27, 981-987, 1999.

 

Burton, B. P., T. S. Chow, A. T. Duchowski, W. Koh, and B. H. McCormick, Exploring the brain forest, Neurocomputing, 26-27, 971-980, 1999.

 

McCormick, B. H., Design of a brain tissue scanner, Neurocomputing, 26-27, 1025-1032, 1999.

 

1998

Batte, D. A., T. S. Chow, and B. H. McCormick, Finite element decomposition of human neocortex, in J. M. Bower, Ed,. Computational Neuroscience Trends in Research, Plenum Press, New York, pp.573-578, 1998. [PDF]

 

Chow, S., Finite Element Decomposition of the Human Neocortex. MS Thesis, Department of Computer Science, Texas A&M University, 1998. [PDF]

 

Duchowski, Andrew T., 3D Wavelet Analysis of Eye Movements, Wavelet Applications IV, Orlando, FL, April, 1998. SPIE.

 

Duchowski, Andrew T., Representing Multiple Regions Of Interest with Wavelets, Visual Communications and Image Processing (VCIP), San Jose, CA, January, 1998. SPIE.

 

Duchowski, Andrew T. and Bruce H. McCormick, Gaze-Contingent Video Resolution Degradation, Human Vision and Electronic Imaging III (HVEI), San Jose, CA, January, 1998. SPIE.

 

Duchowski, Andrew T., Incorporating the Viewer's Point-Of-Regard (POR) in Gaze-Contingent Virtual Environments, Engineering Reality of Virtual Reality, San Jose, CA, January, 1998. SPIE.

 

1997

Batte, D. A., Finite Element Decomposition and Grid Generation for Brain Modeling and Visualization. M.S. Thesis, Department of Computer Science, Texas A&M University, 1997. [PDF]

 

Batte, D. A. and B.H. McCormick, Grid Generation for Brain Visualization at the Cellular and Tissue Level, in J. M. Bower, Ed,. Computational Neuroscience Trends in Research, Plenum Press, New York, pp.905-910, 1997. [PDF]

 

Duchowski, A. T., Gaze-contingent Visual Communication, Doctoral Dissertation, Department of Computer Science, Texas A&M University, 1997

 

McCormick, B. H., G. T. Prusky, and S. Tewari, Stochastic Modeling of the Pyramidal Cell Module, in J. M. Bower, Ed,. Computational Neuroscience Trends in Research, Plenum Press, New York, pp.129-134, 1997. [PDF]

 

1996 and beyond

DeVaul, R. W. and B. H. McCormick, Neuron developmental modeling and structural representation 1. An introduction to the N++ language, an open stochastic L-system. Technical Report, Scientific Visualization Laboratory, Department of Computer Science, Texas A&M University, College Station, TX, 1996. [PostScript][PDF]

 

McCormick, B. H., and R. W. DeVaul, Neuron developmental modeling and structural representation 2. The stochastic model. Technical Report, Scientific Visualization Laboratory, Department of Computer Science, Texas A&M University, College Station, TX, 1996. [PostScript][PDF]

 

Duchowski Andrew, T. and Bruce H. McCormick, Modeling visual attention for gaze-contingent video processing, In Ninth IMDSP Workshop, Belize City, Belize, March 1996. I EEE.

 

Tewari, S., Implicit Function Modeling of Neuron Morphology, M.S. Thesis, Department of Computer Science, Texas A&M University, College Station, TX, July 1995.

 

Tewari, S. and B. H. McCormick, Implicit function modeling of neuron morphology, In Proc. Computational Neuroscience 1995 (CNS*95), Monterey, CA, July 1995. [PDF]

 

McCormick, B. H. and K. Mulchandani, A framework for modeling neuron morphology, in Proc. Computational Neuroscience 1995 (CNS*95), Monterey, CA, July 1995. [Postscript]

 

Mulchandani, K., Morphological Modeling of Neurons, M.S. Thesis, Department of Computer Science, Texas A&M University, College Station, TX, May 1995. [Postscript]

 

Duchowski, Andrew, T. and Bruce H. McCormick, Simple multiresolution approach for representing multiple Regions of Interest (ROIs), In Conference on Visual Communications and Image Processing, Taipei, Taiwan, May 1995. SPIE.

 

Duchowski, Andrew T., Bruce H. McCormick, Pre-attentive considerations for gaze-contingent image processing. In Conference on Human Vision, Visual Processing, and Digital Display VI, San Jose, CA, February 1995. SPIE.

 

McCormick, B. H. and K. Mulchandani, L-system modeling of neurons. In Proc. Visualization in Biomedical Computing, SPIE Vol. 2359, pp. 693-705, 1994.

 

Guan, S. Y. and B. H. McCormick, Atlas-based brain image segmentation, Electronic Imaging Conference, San Jose, CA, February 10-14, 1992, SPIE.

 

Guan, S. Y. Guided Image Interpretation in Neuroanatomy. Ph.D. thesis, Department of Computer Science, Texas A&M University, College Station, TX, 1991.

 

Guan, S. Y. and B. H. McCormick, Homology mapping between atlas and a biological section, In Proc. of Vision Interface '91, Calgary, AB, pp. 154-161, June, 1991.

 

Guan, S. Y. and B. H. McCormick, Design for a 3D deformable brain atlas, In Proc. of the 4th IEEE Symposium on Computer-Based Medical Systems, Baltimore, MD, pp. 113-120, May 12-14, 1991.

 

Guan, S. Y. and B. H. McCormick, Guided image interpretation in neuroanatomy. In Proc. Conference on Visualization in Biomedical Computing, Atlanta, GA, pp. 467-476, May 1990.

 

Liaw, J-S and B. H. McCormick, Visualization environment for editing and modeling volumetric data, In Proceedings of the First Conference on Visualization and Biomedical Computing, Atlanta, GA, pp. 467-476, May 1990.

 

DeFanti, T. A., M. D. Brown, and B. H. McCormick, Visualization: Expanding scientific and engineering research opportunities, in Visualization in Scientific Computing, G. M. Nielson and B. Shriver (eds.), and L. J. Rosenblum (assoc. ed.), IEE E Computer Society Press, Los Alamitos, CA, pp. 32-47, 1990.

 

McCormick, B. H., Advanced Visualization Environments: Knowledge-based image modeling, in Visualization in Supercomputing, R. Mendez (ed.), Berlin/New York: Springer-Verlag, pp. 135-150, 1990.

 

McCormick, B. H., Issues in scientific visualization, in Supercomputing, J. S. Kowalik (ed.), NATO ASI Series, Berlin/New York: Springer-Verlag, pp. 205-224, 1989.

 

DeFanti, T. A., M. D. Brown and B. H. McCormick, Visualization: Expanding scientific and engineering opportunities, IEEE Computer, 22(8), pp. 12-25, 1989.

 

McCormick, B. H., T. A. DeFanti and M. D. Brown, Visualization in scientific computing--A synopsis, IEEE Computer Graphics and Applications, 7(7), pp. 61-70, 1987.

 

McCormick, B. H., T. A. DeFanti, and M. D. Brown (eds.), Visualization in scientific computing, Computer Graphics, 21(6) (entire issue), November 1987.

 

McCormick, B. H., T. A. DeFanti and M. D. Brown (eds.), Visualization in scientific computing, SIGGRAPH Video Review, Issues 28-29 (two-hour video tape), 1987.

 


Last updated by Wonryull Koh on August 7, 2003