Publications

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2010
Koufakou, A, Georgiopoulos M.  2010.  A fast outlier detection strategy for distributed high dimensional datasets with mixed attributes. Data Mining and Knowledge Discovery. 20:259-289.
Secretan, J, Koufakou A, Georgiopoulos M, Cardona K.  2010.  APHID: An architecture for private, high-performance integrated data-mining. Journal of Future Generation Computer Systems. 26:891-904.
Koufakou, A, Secretan J, Georgiopoulos M.  2010.  Non-derivable itemsets for fast outlier detection in large high dimensional categorical data. Knowledge and Information Systems. :1-29.
2009
Secretan, J, Koufakou A, Georgiopoulos M.  2009.  APHID: A practical architecture for high-performance, privacy preserving, data-mining. DMIN 2009.
2008
Koufakou, A, Georgiopoulos M, Anagnostopoulos GC.  2008.  Detecting Outliers in High-Dimensional Datasets with Mixed Attributes. International Conference on Data Mining (DMIN 2008).
Koufakou, A, Secretan J, Reeder J, Cardona K, Georgiopoulos M.  2008.  Fast Parallel Outlier Detection for Categorical Datasets using MapReduce. IEEE World Congress on Computational Intelligence (WCCI).
2007
Koufakou, A, Ortiz E, Georgiopoulos M, Anagnostopoulos GC, Reynolds MK.  2007.  A scalable and efficient otlier detection strategy for categorical data. Annual IEE International Conference on Tools with Artificial Intelligence, 2007 (ICTAI 2007),.
Koufakou, A, Ortiz E, Georgiopoulos M, Anagnostopoulos GC, Reynolds K.  2007.  A Scalable and Efficient Outlier Detection Strategy for Categorical Data. International Conference on Tools with Artificial Intelligence (ICTAI).
2006
Koufakou, A, Weihs N, Georgiopoulos M, Al-Daraiseh A.  2006.  Comparisons of Gaussian ARTMAP and Distributed Gaussian ARTMAP: The Category Proliferation problem. ANNIE 2006.
Koufakou, A, Weihs N, Georgiopoulos M, Al-Daraiseh A.  2006.  Comparisons of Gaussian ARTMAP and Distributed Gaussian ARTMAP Classifiers - The Category Proliferation Problem. Evolutionary Programming,Complex Systems and Artificial Life also presented at the 2006 Artificial Neural Networks in Engineering (ANNIE). 16:695–704.
Kursun, O, Koufakou A, Wakchaure A, Georgiopoulos M, Reynolds K, Eaglin R.  2006.  Answer: approximate Name Search with Errors in Large Databases by a Novel Approach Based on Prefix-dictionary. International Journal on Artificial Intelligence Tools. 15.5:839–848.
Kursun, O, Koufakou A, Chen B, Georgiopoulos M, Reynolds K, Eaglin R.  2006.  A Dictionary-Based Approach to Fast and Accurate Name Matching in Large Law Enforcement Databases. IEEE Intelligence and Security Informatics (ISI) Conference. :72–82.
2005
Koufakou, A, Wakchaure A, Kursun O, Georgiopoulos M, Reynolds K, Eaglin R.  2005.  Burglary data mining – A three tiered approach: Local satte and nation-wide. the 2nd Annual GIS Symposium at TU.
2001
Koufakou, A, Georgiopoulos M, Anagnostopoulos GC, Kasparis T.  2001.  Cross-validation in Fuzzy ARTMAP for large databases. Neural Networks. 14.9:1279-1291.
Georgiopoulos, M, Koufakou A, Anagnostopoulos GC, Kasparis T.  2001.  Over-training in Fuzzy ARTMAP: Myth or Reality? Proceedings of the International Joint Conference on Neural Networks. :1186–1190.
Georgiopoulos, M, Koufakou A, Anagnostopoulos GC, Kasparis T.  2001.  Cross-Validation in Fuzzy ARTMAP Neural Networks for Large Sample Classification Problems. Proceedings of SPIE; Applications and Science of Computational Intelligence IV.