- Learning and Mining in Distributed Environments
- Parallel Data Mining
- Unsupervised Learning
- Feature Selection, Extraction, and Construction
Publications
- P. Magdalinos, C.Doulkeridis, M.Vazirgiannis, “Enhancing Clustering Quality through Landmark Based Dimensionality Reduction”, To appear in the Transactions on Knowledge Discovery from Data, Special Issue on Large Scale Data Mining – Theory and Applications.
- P.Magdalinos, A.Kapernekas, A.Mpiratsis, M.Vazirgiannis, “X-SDR: An Extensible Experimentation Suite for Dimensionality Reduction”, To appear in the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD 2010).
- P.Magdalinos, M.Vazirgiannis, D.Valsamou, “Distributed Knowledge Discovery with Non Linear Dimensionality Reduction”, In the Proceedings of the 14th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD'10), Hyderabad, India, June 2010. (Acceptance Rate (full papers) 10,2%)
- P. Magdalinos, C.Doulkeridis, M.Vazirgiannis, “FEDRA: A Fast and Efficient Dimensionality Reduction Algorithm”, In Proceedings of the SIAM International Conference on Data Mining (SDM'09), Sparks Nevada, USA, May 2009.
- P. Magdalinos, C.Doulkeridis, M.Vazirgiannis “K-Landmarks: Distributed Dimensionality Reduction for Clustering Quality Maintenance”, In Proceedings of 10th European Conference on Principles and Practice of Knowledge Discovery in Databases (PKDD'06), Berlin, Germany, September 2006. (Acceptance Rate (full papers) 8,8%)
- P. Magdalinos, C. Doulkeridis, M. Vazirgiannis, “A Novel Effective Distributed Dimensionality Reduction Algorithm”, SIAM Feature Selection for Data Mining Workshop (SIAM-FSDM‘06), Maryland Bethesda, April 2006.
Under Review
- D.Mavroeidis, P.Magdalinos, “A Sequential Sampling Framework for Spectral k-Means based on Efficient Bootstrap Accuracy Estimations: Application to Distributed Clustering”, Accepted with revisions in the Transactions on Knowledge Discovery from Data.
Technical Reports
- P. Magdalinos, G.Tsatsaronis, M.Vazirgiannis, “Distributed Text Mining based on Non Linear Dimensionality Reduction”, AUEB 2010
- D.Mavroeidis, P.Magdalinos, M.Vazirgiannis, “Distributed PCA for Network Anomaly Detection based on Sparse PCA and Principal Subspace Stability”, AUEB 2008
Other Publications
- K.Nolte, A.Kaloxylos, K.Tsagkaris, T.Rosowski, M.Stamatelatos, A.Galani, E.Bogenfeld, P.Magdalinos, J.Tiemann, J.Gebert, P.Arnold, D.Hugo, N.Alonistioti, P.Demestichas, W.Koenig, “The E3 architecture: Enabling future cellular networks with cognitιve and self-x capabilities”, To appear in the International Journal of Network Management, 2010
- A.Kaloxylos, T.Rosowski, K.Tsagkaris, J.Gebert, E.Bogenfeld, P.Magdalinos, A.Galani, K.Nolte “The E3 architecture for future cognitive mobile networks”, IEEE PIMRC 2009, Tokio, Japan
- P. Magdalinos, A. Kaloxylos, Z. Boufidis, J. Gebert, T. Rosowski, E. Bogenfeld, K. Tsagkaris and K Nolte, “A Functional Architecture for Cognitive Wireless Systems in the B3G World”, ICT Mobile and Wireless Commun. Summit 2009, Santander, Spain, 2009
- P. Magdalinos, S. Polymeneas, P. Gliatis, X. Fafoutis, A. Merentitis and C. Polychronopoulos, “A Proof of Concept Architecture for Self-Configuring Autonomic Systems”, ICT Mobile and Wireless Summit, Stockholm, Sweden, 2008
- A. Katidiotis, V. Stavroulaki, P. Demestichas, M. Muck, B. Steinke, R. K. Atukula, U. Lücking, E. Patouni and P. Magdalinos, “Prototyping Environment for Equipment Reconfiguration Management and Control”, In Proceedings of the Vehicular Technology Conference Fall, pages 1-5, 2006
- A. Katidiotis, D. Petromanolakis, V. Stavroulaki, P. Demestichas, E. Patouni, A. Kousaridas, P. Magdalinos, N. Andriopoulos, K. El-Khazen, S Buljore and T Farnham, “Prototyping for End-to-End Reconfigurable Equipment”, In Proceedings of the 15th IST Mobile and Wireless Summit, Mykonos, Greece, 2006
- E. Patouni, N. Alonistioti and P. Magdalinos, “A Framework for Protocol Reconfiguration”, In Proceedings of the 7th IFIP International Conference on Mobile and Wireless Communications Networks (MWCN), Marrakech , Morocco, 2005
- T Farnham, C. Dolwin, S. Zhong, R. K. Atukula, U. Lücking, S. Mende, J. Brakensier, S Buljore, N. Alonistioti, F. Foukalas, A. Glentis, P. Magdalinos, P. Demestichas and V. Stavroulaki, “E2R Equipment Management and Control”, in the E2R Workshop, Barcelona, Spain, 2004
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