Synthetic data generation capabilties for testing data mining tools

Proceedings - IEEE Military Communications Conference MILCOM

Volumn , Issue , 2006, Pages

  Jeske, Daniel R ^a   Lin, Pengyue J ^a   Rendón, Carlos ^a   Xiao, Rui ^a   Samadi, Behrokh ^b  

^a UNIVERSITY OF CALIFORNIA   (United States)

^b NOKIA RESEARCH CENTER   (United States)

Author keywords

Knowledge discovery and data mining; Semantic graphs; Shipping container; Synthetic data generation

Indexed keywords

BIT ERROR RATE; COMPUTER AIDED SOFTWARE ENGINEERING; DATA MINING; GRAPH THEORY; SECURITY OF DATA; SEMANTICS;

SHIPPING CONTAINERS; SYNTHETIC DATA GENERATION;

SOFTWARE TESTING;

EID: 35148819689     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/MILCOM.2006.302440     Document Type: Conference Paper

References (9)

1. Turbo Data (turbodata.com), GS Data Generator (GSApps.com), DTM Data Generator (sqledit.com) and RowGen (iri.com)
2. Jeske, D. R., Behrokh Samadi, B., Lin, P., Ye, L., Cox, S., Xiao, R., Younglove, T., Ly, M., Holt, D., Rich, R. (2005), Generation of Synthetic Data Sets for Evaluating the Accuracy of Knowledge Discovery Systems. Proceedings of the Eleventh ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp. 756-763, August 21-24, 2005, Chicago, USA
3. Lin, P., Behrokh Samadi, Jeske, D. R., Cox, S., Rendón, C., Holt, D., Cipolone, A., Xiao, R. (2006), Development of a Synthetic Data Set Generator for Building and Testing Information Discovery Systems, Proceedings of The Third International Conference on Information Technology : New Generations, IEEE Computer Society, pp. 707-712, April 10-12, 2006, Las Vegas, USA
4. TSWG TASK IP-IA-2126
5. Jeske, D. R., Gokhale, D. V. and Ye, L. (2006) Generating Synthetic Data from Marginal Fitting for Testing the Efficacy of Data Mining Tools, International Journal of Production Research (Special Issue on Data Mining) Vol. 44, No. 14, pp. 2711-2730.
6. Deming, W. E. and Stefan, F. F. (1940), On a Least Squares Adjustment of a Sampled Frequency Table When the Expected Marginal Totals are Known, Annals of Mathematical Statistics, Vol. 11, pp. 27-44.
7. http://en.wikipedia.org/wiki/Luhn_formula
8. SSDI - http://ssdi.genealogy.rootsweb.com
9. PIERS - http://www.piers.com/