"MinInExact: Exact Mining from In-Exact Data"
More detailed information about this ERC project you can find
here.
Publications:
Data Compression with Mining Guarantees
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"Optimal
Distance Estimation on Compressed Data Series" (2012), N. Freris,
M. Vlachos, S.S. Kozat: SIAM International Conference on Data
Mining (SDM), Anaheim, California
Paper
- "Cluster-Aware
Compression with Provable K-Means Preservation" (2012), N.
Freris, M. Vlachos, D. Turaga: SIAM International Conference on
Data Mining (SDM), Anaheim, California
Paper
Watermarking with Learning/Mining Guarantees
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"Right-Protected Data Publishing with Provable Distance-Based Mining" (2013),
S. Zoumpoulis, M. Vlachos, N. Freris, C. Lucchese:
IEEE Transactions on Knowledge and Data Engineering (TKDE)
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"Right-Protected
Data Publishing with Hierarchical Clustering Preservation"
(2012), M. Vlachos, A. Wieczorek, J. Schneider: International
Conference on Information and Knowledge Management (CIKM), Maui,
Hawaii
Paper
Speeding up Learning using Random Projections
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"Fast Parameterless Density-Based Clustering via Random Projections" (2013)
J. Schneider, M. Vlachos:
International Conference on Information and Knowledge Management (CIKM), San
Francisco, California