Publications

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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).
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),.
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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.
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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.
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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).
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.
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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.
Koufakou, A, Georgiopoulos M, Anagnostopoulos GC.  2008.  Detecting Outliers in High-Dimensional Datasets with Mixed Attributes. International Conference on Data Mining (DMIN 2008).
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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.
Koufakou, A, Georgiopoulos M, Anagnostopoulos GC, Kasparis T.  2001.  Cross-validation in Fuzzy ARTMAP for large databases. Neural Networks. 14.9:1279-1291.
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.
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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.
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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.
Secretan, J, Koufakou A, Georgiopoulos M.  2009.  APHID: A practical architecture for high-performance, privacy preserving, data-mining. DMIN 2009.
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.