Data Mining
| Description for Data Mining |
Chang-Tien Lu Northern Virginia Center
Associate Professor
| Office: | 310 Northern Virginia Center |
|---|---|
| Email: | ctlu@vt.edu |
| Phone: | (703) 538-8373 |
| Website: | http://people.cs.vt.edu/~ctlu |
| Office Hours: |
|---|
T. M. Murali
Associate Professor
| Office: | 2160B Torgersen |
|---|---|
| Email: | tmurali@vt.edu |
| Phone: | (540) 231-8534 |
| Website: | https://bioinformatics.cs.vt.edu/~murali/ |
| Office Hours: | MW: 9:30 to 11:30 a.m. |
|---|
Naren Ramakrishnan
Professor and Associate Head for Graduate Studies
| Office: | 2050B Torg |
|---|---|
| Email: | naren@vt.edu |
| Phone: | (540) 231-8451 |
| Website: | http://people.cs.vt.edu/~ramakris/ |
| Office Hours: | TR: 10:00 a.m. to 12:00 p.m. |
|---|
2008
Jin Y., Murali T M., Ramakrishnan N.,
"Compositional Mining of Multi-relational Biological Datasets",
ACM Transactions on Knowledge Discovery from Data, vol. 2, no. 1, March, 2008.
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Pati A., Jin Y., Klage K., Helm R., Heath L.S., Ramakrishnan N.,
"CMGSDB: Integrating Heterogeneous Caenorhabditis elegans Data Sources Using Compositional Data Mining",
Nucleic Acids Research, vol. 36, pp. D69-76, 2008.
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Fox E.A., Andrews* C., Fan W., Jiao* J., Kassahun A., Lu* S., Ma* Y., North C., Ramakrishnan N., Scarpa A., Friedman B.H., Sheetz S.D., Shoemaker D., Srinivasan* V., Yang* S., Boutwelle L.,
"A Digital Library for Recovery, Research, and Learning from April 16, 2007 at Virginia Tech",
Traumatology, vol. 14, no. 1, pp. 20 pages, April, 2008.
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Shu* J., Watson L T., Ramakrishnan N., Kamke F A., North C.,
"Unification of problem solving environment implementation layers with XML-based specifications",
Advances in Engineering Software, vol. 39, no. 3, pp. 189-201, March, 2008.
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Lu C T., Boedihardjo A., Shekhar S.,
"Analysis of Highway Traffic Data Warehouse with Map Cubes",
chapter in Geographic Data Mining and Knowledge Discovery (2nd edition), Harvey J. Miller and Jiawei Han (eds.), Taylor and Francis, 2008.
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Dai J., Lu C T.,
"Concurrency Control for Spatial Access Method",
Encyclopedia of Geographical Information Science, Shashi Shekhar and Hui Xiong (eds.), pp. 124-128, 2008.
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DosSantos R., Lu C T.,
"Geography Markup Language",
Encyclopedia of Geographical Information Science, Shashi Shekhar and Hui Xiong (eds.),, pp. 364-368, 2008.
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Chen F., Lu C T.,
"Nearest Nearby Query",
Encyclopedia of Geographical Information Science, Shashi Shekhar and Hui Xiong (eds.), pp. 776-782, 2008.
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Kou Y., Lu C T.,
"Spatial Outlier Detection",
Encyclopedia of Geographical Information Science, Shashi Shekhar and Hui Xiong (eds.), pp. 832-838, 2008.
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Steel C., Lu C T.,
"Dynamic Embedding of Hidden Watermarks in Web Images to Identify Phishers",
Digital Investigation, the International Journal of Digital Forensics & Incident Response, Elsevier, 2008.
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Chang D., Lu C T., Kou Y., Chen F.,
"On Detecting Spatial Outliers",
GeoInformatica, An International Journal on Advances of Computer Science for Geographic Information System, Springer, 2008.
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2007
Ramakrishnan N., Perez-Quinones M A., Shenoy A.,
"Compositional Specification and Realization of Mixed-Initiative Web Dialogs",
International Journal of Web Engineering and Technology, Special Issue Special Issue on User Interface Description Languages, 2007.
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Mishra D., Shaffer C.A., Ramakrishnan N., Watson L.T., Bae K.K., He J., Verstak A.A., Tranter W.H.,
"S4W: a problem-solving environment for wireless system design",
Softw. Pract. Exper., vol. 37, no. 14, New York, NY, USA, John Wiley & Sons, Inc., pp. 1539–1558, 2007.
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Lu C T., Kou Y., Zhao J., Chen L.,
"Detecting and Tracking Region Outliers in Meteorological Data",
Information Sciences Journal, Informatics and Computer Science Intelligent Systems Applications, An International Journal, Elsevier, vol. 177, no. 7, 2007.
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Lu C T., Santos D.R F., Sripada L., Kou Y.,
"Advances of GML for Geospatial Applications",
GeoInformatica: An International Journal on Advances of Computer Science for Geographic Information System, vol. 11, no. 1, pp. 131-157, March, 2007.
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Dai J., Lu C T.,
"CLAM: Concurrent Location Management for Moving Objects",
Proceedings of the 15th International Symposium on Advances in Geographic Information Systems, Seattle Washington, Nov, 2007.
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Kou Y., Lu C T., DosSantos R F.,
"Spatial Outlier Detection: A Graph-based Approach",
Proceedings of the 19th International Conference on Tools with Artificial Intelligence, Sacramento, Patras, Greece, Oct, 2007.
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2006
Vass M.T., Shaffer C.A., Ramakrishnan N., Watson L.T., Tyson J.J.,
"The JigCell Model Builder: A Spreadsheet Interface for Creating Biochemical Reaction Network Models",
IEEE/ACM Trans. Comput. Biol. Bioinformatics, vol. 3, no. 2, Los Alamitos, CA, USA, IEEE Computer Society Press, pp. 155–164, 2006.
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Vass M., Shaffer C A., Ramakrishnan N., Watson L T., Tyson J J.,
"The JigCell Model Builder: A Spreadsheet Interface for Creating Biochemical Reaction Network Models",
IEEE/ACM Transactions on Computational Biology and Bioinformatics, vol. Vol. 3, no. 2, pp. 155–164, April-June, 2006.
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Jefferson K., Lu C T., Li X., Hsu T C., Chu T F.,
"The Case for Using Spatiotemporal Traffic Data for Transportation Network Management",
Managing Travel for Planned Special Events: Tools for Practitioners, Newport Beach, California, Nov/Dec, 2006.
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Lu C T., Boedihardjo A P., Zheng J.,
"Towards an Advanced Spatial-Temporal Visualization System for the Metropolitan Washington, D.C.",
the 2006 TRB International Visualization in Transportation Symposium and Workshop, Denver, Colorado, October, 2006.
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Boedihardjo A., Lu C T.,
"AOID: Adaptive Online Incident Detection System",
the 9th International IEEE Conference on Intelligent Transportation Systems, September, 2006.
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Lu C T., Boedihardjo A P.,
"Advanced Traffic Visualization and Mining System",
the 12th Annual ITSVA (Intelligent Transportation Society of Virginia) Conference & Exhibition, Arlington, VA, June, 2006.
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Kou Y., Lu C T., Chen D.,
"Spatial Weighted Outlier Detection",
the 2006 SIAM Conference on Data Mining, Bethesda, Maryland, April, 2006.
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Jin Y., Dai J., Lu C T.,
"Spatial-Temporal Data Mining in Traffic Incident Detection",
the 2006 SIAM Conference on Data Mining, Workshop on Spatial Data Mining, Bethesda, Maryland, April, 2006.
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Lu C T., Boedihardjo A P., Zheng J.,
"AITVS: Advanced Interactive Traffic Visualization System",
Proceedings of the 22nd International Conference on Data Engineering, Atlanta, GA, pp. 167- 168, April, 2006.
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2005
Nambiar S., Lu C T.,
"M-Payment Solutions and M-Commerce Fraud Management",
chapter in Advances in Security and Payment Methods for Mobile, Wen-Chen Hu, Chung-wei Lee, and Weidong Kou (eds.), pp. 192-213, 2005.
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Lu C T., Sripada L., Shekhar S., Liu R.,
"Transportation Data Visualization and Mining for Emergency Management",
International Journal of Critical Infrastructures, Inderscie, vol. 1, no. 2/3, pp. 170-194, 2005.
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Kou Y., Lu C T., Godrej A., Grizzard T., Post H.,
"A Web-based Data Visualization and Analysis System for Watershed Management",
Journal of Geographic Information Science Special Issue on Distributed GIS, vol. 11, no. 1, pp. 40-49, June, 2005.
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Lu C T., Zheng J., Jefferson K.,
"Cubeview: A Web-based Visualization Tool for Intelligent Transportation Systems",
ITS Virginia Journal, March, 2005.
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Shekhar S., Chawla S., Ravada S., Fetterer A., Liu X., Lu C T.,
"Spatial Databases – Accomplishments and Research Needs",
IEEE Transactions on Knowledge and Data Engineering, vol. 11, no. 1, pp. 45-55, Jan/Feb, 2005.
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Lu C T., Boedihardjo A P., Manalwar P.,
"Exploiting Efficient Data Mining Techniques to Enhance Intrusion Detection Systems",
Proceedings of the 2005 IEEE International Conference on Information Reuse and Integration (IEEE IRI-2005 Knowledge Acquisition and Management), Las Vegas, Nevada, pp. 512-517, August, 2005.
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Mathuria J., Lu C T., Dai J.,
"An Efficient Data Model for Sensor Networks",
the 1st International Workshop on Data Mining, the 7th Joint Conference on Information Sciences, Salt Lake City, Utah, July, 2005.
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Fan W., Mathuria J., Lu C T.,
"Making Data Mining Models Useful to Model Non-paying Customers of Exchange Carriers",
Proceedings of the 2005 SIAM International Conference on Data Mining, Newport Beach, CA, pp. 486-490, April, 2005.
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Lu C T., Kou Y.,
"A Web-based Data Analysis System for Watershed Management",
the 2005 Annual Meeting of the Associate of American Geographers(AAG), Denver, Colorado, April, 2005.
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2004
Vass M., Allen N., Shaffer C.A., Ramakrishnan N., Watson L.T., Tyson J.J.,
"The JigCell Model Builder and Run Manager",
Bioinformatics, vol. 20, no. 18, Oxford, UK, Oxford University Press, pp. 3680–3681, 2004.
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Skidmore R.R., Verstak A., Ramakrishnan N., Rappaport T.S., Watson L.T., He J., Varadarajan S., Shaffer C.A., Chen J., Bae K., Jiang J., Tranter W.H.,
"Towards integrated PSEs for wireless communications: experiences with the S4W and SitePlanner\textregistered projects",
SIGMOBILE Mob. Comput. Commun. Rev., vol. 8, no. 2, New York, NY, USA, ACM, pp. 20–34, 2004.
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Lu C T., Chen D., Kou Y.,
"Multivariate Spatial Outlier Detection",
International Journal on Artificial Intelligence Tools, vol. 13, no. 4, pp. 801-812, December, 2004.
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Huang Y P., Guo G L., Lu C T.,
"Using Back Propagation Model to Design a MIDI Music Classification System",
Proceedings of the International Computer Symposium, Taipei, Taiwan, pp. 253- 258, Dec, 2004.
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Lu C T., Liang L.R.,
"Wavelet Fuzzy Classification for Detecting and Tracking Region Outliers in Meteorological Data",
Proceedings of the 12th International Symposium on Advances in Geographic Information Systems, Washington DC,, pp. 258-265, Nov., 2004.
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Nambiar S., Lu C T., Liang L.R.,
"Analysis of Payment Transaction Security in Mobile Commerce",
Proceedings of the 2004 IEEE International Conference on Information Reuse and Integration (IEEE IRI-2004), Las Vegas, Nevada, pp. 475-480, Nov, 2004.
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Sripada L., Lu C T., Wu W.,
"Evaluating GML Support for Spatial Databases",
L. Sripada, C.T. Lu, W. Wu, “Evaluating GML Support for Spatial Databases,” Proceedings of the Twenty-Eighth Annual International Computer, Software & Applications Conference (COMPSAC 04), Workshop on Geographic and Biological Data Management(GBDM’ 04), Hong Kong, China, pp. 74-78, September, 2004.
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Kou Y., Lu C T., Sirwongwattana S., Huang Y P.,
"Survey of Fraud Detection Techniques",
Proceedings of the 2004 IEEE International Conference on Networking, Sensing, and Control, Taipei, Taiwan, pp. 749-754, 2004.
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2003
Rubin E J., Shaffer C A., Ramakrishnan N., Watson L T., Dymond R., Kibler D., Dietz R., Chanat J., Lohani V., Bosch D., Speir C.,
"From Landscapes to Waterscapes: A PSE for Landuse Change Analysis",
Engineering with Computers, vol. 19, no. 1, pp. 9–25, July, 2003.
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Verstak A., Ramakrishnan N., Watson L.T., He J., Shaffer C.A., Bae K., Jiang J., Tranter W.H., Rappaport T.S.,
"BSML: A binding schema markup language for data interchange in problem solving environments",
Sci. Program., vol. 11, no. 3, Amsterdam, The Netherlands, The Netherlands, IOS Press, pp. 199–224, 2003.
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Allen N.A., Shaffer C.A., Vass M.T., Ramakrishnan N., Watson L.T.,
"Next generation modeling II - applications: improving the development process for eukaryotic cell cycle models with a modeling support environment",
WSC '03: Proceedings of the 35th conference on Winter simulation: Winter Simulation Conference, pp. 782–790, 2003.
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Allen N., Calzone L., Chen K C., Ciliberto A., Ramakrishnan N., Shaffer C A., Sible J C., Tyson J J., Vass M., Watson L T., Zwolak J.,
"Modeling Regulatory Networks at Virginia Tech",
Omics Journal of Integrative Biology, vol. Vol. 7, no. 3, pp. pages 285–300, Fall, 2003.
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Shekhar S., Lu C T., Zhang P.,
"A Unified Approach to Spatial Outliers Detection",
GeoInformatica, An International Journal on Advances of Computer Science for Geographic Information System, vol. 7, no. 2, pp. 139-166, June, 2003.
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Lu C T., Chen D., Kou Y.,
"Algorithms for Spatial Outlier Detection",
Proceedings of 3rd International Conference on Data Mining, Melbourne, Florida, pp. 597-600, Nov, 2003.
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Lu C T., Chen D., Kou Y.,
"Detecting Spatial Outliers with Multiple Attributes",
Proceedings of the 15th International Conference on Tools with Artificial Intelligence, Sacramento, California, pp. 122-128, Nov, 2003.
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Lu C T., Kou Y., Wang H., Shekhar S., Zhang P., Liu R.,
"Two Web-Based Spatial Data Visualization and Mining Systems: Mapcube & Mapview",
Proceedings of the International Workshop on Next Generation Geospatial Information, National Science Foundations, Cambridge(Boston), Massachusetts, October, 2003.
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Zhao J., Lu C T., Kou Y.,
"Chang Detection in Meteorological Data",
Proceedings of the 7th Joint Conference on Information Sciences, Research Triangle Park, North Carolina, pp. 509-512, Sep, 2003.
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2002
He J., Watson L.T., Ramakrishnan N., Shaffer C.A., Verstak A., Jiang J., Bae K., Tranter W.H.,
"Dynamic Data Structures for a Direct Search Algorithm",
Comput. Optim. Appl., vol. 23, no. 1, Norwell, MA, USA, Kluwer Academic Publishers, pp. 5–25, 2002.
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Watson L T., Lohani V K., Kibler D F., Dymond R L., Ramakrishnan N., Shaffer C A.,
"Integrated Computing Environments for Watershed Management",
ASCE Journal of Computing in Civil Engineering, vol. 16, no. 4, pp. 259–268, October, 2002.
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Ramakrishnan N., Watson L T., Kafura D G., Ribbens C.J., Shaffer C A.,
"Programming Environments for Multidisciplinary Grid Communities",
Concurrency and Computation: Practice and Experience, vol. 13–15, pp. 1241–1273, Nov–December, 2002.
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of the on Environments P.,
Towards Preferences in Virtual Environment Interfaces,
, pp. 63-72, 2002.
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Shekhar S., Lu C T., Chawla S., Ravada S.,
"Efficient Join Index Based Join Processing",
IEEE Transactions on Knowledge and Data Engineering, vol. 14, no. 6, pp. 1400-1421, Nov/Dec, 2002.
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Shekhar S., Lu C T., Zhang P.,
"Detecting Graph-based Spatial Outliers",
International Journal of Intelligent Data Analysis, vol. 6, no. 3, pp. 451-468, 2002.
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Shekhar S., Lu C T., Zhang P., Liu R.,
"Data Mining for Visualization of Large Spatial Datasets",
Proceedings of the 14th IEEE International Conference On Tools with Artificial Intelligence, Washington DC, pp. 41-48, November, 2002.
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Shekhar S., Lu C T., Liu R., Zhou C.,
"CubeView: A System for Traffic Data Visualization",
Proceedings of the IEEE 5th International Conference on Intelligent Transportation Systems, Singapore, pp. 674-678, September , 2002.
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2001
Robert G. Capra I., Perez-Quinones M.A., Ramakrishnan N.,
WebContext: remote access to shared context,
, Orlando, Florida, ACM Press, pp. 1-9, 2001.
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Wingrave C., Bowman D., Ramakrishnan N.,
"A First Step Towards Nuance-Oriented Interfaces for Virtual Environments",
Proceedings of the Virtual Reality International Conference, pp. 181-188, 2001.
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Shekhar S., Lu C T., Tan X., Chawla S.,
"Map Cube: A Visualization Tool for Spatial Data Warehouses",
chapter in Geographic Data Mining and Knowledge Discovery, Harvey J. Miller and Jiawei Han (eds.), pp. 74-109, 2001.
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Shekhar S., Huang Y., Wu W., Lu C T., Chawla S.,
"What's Spatial About Spatial Data Mining: Three Case Studies",
chapter in Data Mining for Scientific and Engineering Applications, R. Grossman, C. Kamath, V. Kumar, R. Namburu (eds.), 2001.
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2000
Shaffer C A., Watson L T., Kafura D G., Ramakrishnan N., Tentner A.,
"Features of Problem Solving Environments for Computational Science",
Proceedings of the 2000 High Performance Computing Symposium (HPC'00): Society for Computer Simulation International, pp. 242–247, 2000.
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Ramakrishnan N., Ribbens C.J.,
"Mining and visualizing recommendation spaces for elliptic PDEs with continuous attributes",
ACM Trans. Math. Softw., vol. 26, pp. 254–273, 2000.
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1999
Shekhar S., Lu C T., Tan X., Chawla S.,
"Map Cube: A Visualization Tool for Spatial Data Warehouses - A Summary of Results",
NSF Workshop on Data Mining in GIS, March, 1999.
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1998
Ravada S., Shekhar S., Lu C T., Chawla S.,
"Optimizing Join Index Based Join Processing",
Proceedings of the 17th IEEE Symposium on Reliable Distributed Systems, West Lafayette, Indiana, pp. 302-310, October, 1998.
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Discovering the Neural Code: Data Mining Algorithms For Network Reconstruction
Granting Institution: General Motors Corporation
Amount: $220,262
Storytelling in the National Nuclear Archive
Granting Institution: Idaho National Labs
Amount: $10,866
