SoftNet Laboratory Members

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Minos Garofalakis

Speciality: Database Systems (Relational, XML), Data Streams, Approximate Query Processing, Probabilistic Databases, Network-Data Management, Data Mining

Short CV: Minos Garofalakis is he Director of the Information Management Systems Institute (IMSI) at the "Athena" Research and Innovation Centre in Athens, Greece, and a Professor of Computer Science at the School of Electrical and Computer Engineering of the Technical University of Crete (TUC), where he also directs the Software Technology and Network Applications Laboratory (SoftNet). Previously, he was a Principal Research Scientist with the Community Systems group at Yahoo! Research in Santa Clara, California (2007-2008), and an Adjunct Associate Professor of Computer Science at the University of California, Berkeley (2006-2008). He also held positions as a Senior Researcher at Intel Research Berkeley (2005-2007), and a Member of Technical Staff at Bell Laboratories (1998-2005). He obtained his PhD in Computer Science from the University of Wisconsin-Madison in 1998. 

Prof. Garofalakis' research interests are in the broad areas of Big Data analytics and large-scale machine learning, including database systems, centralized/distributed data streams, data synopses and approximate query processing, and secure/private data analytics. He has published over 150 scientific papers in top-tier international conferences and journals in these areas. He received the 2009 IEEE ICDE Best Paper Award, and 8 of his SIGMOD/PODS/VLDB papers have been invited to journal special issues (ranking in the top 3-5 papers of their respective conferences). He has delivered several invited keynote talks and conference tutorials on approximate query processing, data-stream processing, and distributed data streams, and has given invited tutorials on data streaming at the 2008 VLDB School in Cairo, Egypt, the 2015 INIT/AERFAI Summer School on Machine Learning, the 2015 and 2017 International Winter School on Big Data, and the 1st ACM Europe Summer School on Data Science and Big Data. His work has resulted in 36 US Patent filings (29 patents issued) for companies such as Lucent, Yahoo!, and AT&T.  Google Scholar gives over 13.500 citations to Prof. Garofalakis' work, and an h-index value of 63. He is/has been the recipient of an FP7 Marie-Curie International Reintegration Fellowship (2010-2014), and a PI for LIFT (FP7-ICT-FET Open project, 2010-2013), LEADS (FP7-ICT-STREP project, 2012-2015), FERARI (FP7-ICT-STREP project, 2014-2017), QualiMaster (FP7-ICT-STREP project, 2014-2017), and The Human Brain Project (FET Open Flagship project, 2013-2016). Prof. Garofalakis is an ACM Fellow (2018) "for contributions to data processing and analytics, particularly data streaming, approximation and uncertainty", an IEEE Fellow (2017) "for contributions to data streaming analytics", and a recipient of the TUC "Excellence in Research" Award (2015), the Bell Labs President's Gold Award (2004), and the Bell Labs Teamwork Award (2003).

Education: 

  • PhD (Computer Science), University of Wisconsin-Madison, USA, 1998
  • MSc (Computer Science), University of Wisconsin-Madison, USA, 1994
  • BSc (Computer Engineering and Informatics), University of Patras, Greece, 1992

Research Areas: Database Systems, Data Streams, Data Synopses and Approximate Query Processing, Probabilistic and Uncertain Databases, Network-Data Management, XML/Text Databases, Data Mining

Sector: Computer Science Division

Laboratory: Software Technology and Network Applications Laboratory

Courses: Algorithms and Complexity, Database Systems II

Publications (click to toggle)

Publications of the member that have been associated with the laboratory. For a full list of publications, please refer to the person's personal page

  1. I. Flouris, N. Giatrakos, A. Deligiannakis, and M. Garofalakis, “Network-wide complex event processing over geographically distributed data sources,” Inf. Syst., vol. 88, Feb. 2020, doi: 10.1016/j.is.2019.101442
    Publication year: 2020Download: RepositoryType: Peer-Reviewed Journal Publication
  2. N. Giatrakos, D. Arnu, T. Bitsakis, A. Deligiannakis, M. Garofalakis, R. Klinkenberg, A. Konidaris, A. Kontaxakis, Y. Kotidis, V. Samoladas, A. Simitsis, G. Stamatakis, F. Temme, M. Torok, E. Yaqub, A. Montagud, M. Ponce De León, H. Arndt, and S. Burkard, “INforE: interactive cross-platform analytics for everyone,” in Proc. 29th ACM Int. Conf. Inf. Knowl. Manage. (CIKM 2020), virtual event, 2020, pp. 3389–3392, doi: 10.1145/3340531.3417435.
    Publication year: 2020Download: RepositoryType: Conference Demonstration
  3. N. Giatrakos, E. Alevizos, A. Artikis, A. Deligiannakis, and M. Garofalakis, “Complex event recognition in the Big Data era: a survey,” VLDB J., vol. 29, no. 1, pp. 313–352, Jan. 2020. doi: 10.1007/s00778-019-00557-w
    Publication year: 2020Download: RepositoryType: Peer-Reviewed Journal Publication
  4. G. Chrysos, O. Papapetrou, D. Pnevmatikatos, A. Dollas and M. Garofalakis, "Data stream statistics over sliding windows: how to summarize 150 million updates per second on a single node," in 29th International Conferenceon Field-Programmable Logic and Applications, 2019, pp. 278-285. doi: 10.1109/FPL.2019.00052
    Publication year: 2019Download: RepositoryType: Conference Full Paper
  5. N. Giatrakos, A. Artikis, A. Deligiannakis and M. Garofalakis, "Uncertainty-aware event analytics over distributed settings," in 13th ACM International Conference on Distributed and Event-Based Systems, 2019, pp. 175-186. doi: 10.1145/3328905.3329763
    Publication year: 2019Download: RepositoryType: Conference Full Paper
  6. N. Giatrakos, N. Katzouris, A. Deligiannakis, A. Artikis, M. Garofalakis, G. Paliouras, H. Arndt, R. Grasso, R. Klinkenberg, M. Ponce De Leon, G.G. Tartaglia, A. Valencia and D. Zissis, "Interactive extreme-scale analytics: towards battling cancer," IEEE Technol. Soc. Mag., vol. 38, no. 2, Jun. 2019. doi: 10.1109/MTS.2019.2913071
    Publication year: 2019Download: RepositoryType: Peer-Reviewed Journal Publication
  7. V. Samoladas and M. Garofalakis, "Functional geometric monitoring for distributed streams," in 22nd International Conference on Extending Database Technology, 2019, pp. 85-96. doi: 10.5441/002/edbt.2019.09
    Publication year: 2019Download: RepositoryType: Conference Full Paper
  8. I. Demertzis, S. Papadopoulos, O. Papapetrou, A. Deligiannakis, M. Garofalakis and C. Papamanthou, "Practical private range search in depth," ACM Trans. Database Syst.. vol. 43, no. 1, Apr. 2018. doi: 10.1145/3167971
    Publication year: 2018Download: RepositoryType: Peer-Reviewed Journal Publication
  9. N. Giatrakos, A. Deligiannakis, M. Garofalakis and Y. Kotidis, "Omnibus outlier detection in sensor networks using windowed locality sensitive hashing," Future Gener. Comput. Syst., Apr. 2018. doi: 10.1016/j.future.2018.04.046
    Publication year: 2018Download: RepositoryType: Peer-Reviewed Journal Publication
  10. N. Giatrakos, A. Deligiannakis, M. Garofalakis, D. Keren and V. Samoladas, "Scalable approximate query tracking over highly distributed data streams with tunable accuracy guarantees," Inf. Syst., vol. 76, pp. 59-87, Jul. 2018. doi: 10.1016/j.is.2018.05.001
    Publication year: 2018Download: RepositoryType: Peer-Reviewed Journal Publication
  11. O. Papapetrou and M. Garofalakis, "Monitoring distributed fragmented skylines," Distrib. Parallel Databases, vol. 36, no. 4, pp. 675-715, Dec. 2018. doi: 10.1007/s10619-018-7223-7
    Publication year: 2018Download: RepositoryType: Peer-Reviewed Journal Publication
  12. I. Flouris, N. Giatrakos, A. Deligiannakis, M. Garofalakis, M. Kamp and M. Mock, "Issues in complex event processing: status and prospects in the Big Data era," J. Syst. Software, vol. 127, pp. 217-236, May 2017. doi: 10.1016/j.jss.2016.06.011
    Publication year: 2017Download: RepositoryType: Peer-Reviewed Journal Publication
  13. M. Garofalakis and V. Samoladas, "Distributed query monitoring through convex analysis: Towards composable safe zones," in 20th International Conference on Database Theory, 2017. doi: 10.4230/LIPIcs.ICDT.2017.14
    Publication year: 2017Download: RepositoryType: Conference Full Paper
  14. N. Giatrakos, A. Artikis, A. Deligiannakis and M. Garofalakis, "Complex event recognition in the big data era," in 43rd International Conference on Very Large Data Bases, 2017, pp. 1996-1999. doi: 10.14778/3137765.3137829
    Publication year: 2017Download: RepositoryType: Conference Publication
  15. A. Nydriotis, P. Malakonakis, N. Pavlakis, G. Chrysos, E. Ioannou, E. Sotiriades, M. Garofalakis and A. Dollas, "Leveraging reconfigurable computing in distributed real-time computation systems," in EDBT/ICDT 2016 Joint Conference, 2016.
    Publication year: 2016Download: RepositoryType: Conference Full Paper
  16. I. Demertzis, S. Papadopoulos, O. Papapetrou, A. Deligiannakis and M. Garofalakis, "Practical private range search revisited," in ACM SIGMOD International Conference on Management of Data, 2016, pp. 185-198. doi: 10.1145/2882903.2882911
    Publication year: 2016Download: RepositoryType: Conference Full Paper
  17. I. Flouris, V. Manikaki, N. Giatrakos, A. Deligiannakis, M. Garofalakis, M. Mock, S. Bothe, I. Skarbovsky, F. Fournier, M. Štajcer, T. Križan, J. Yom-Tov and M. Volarevíc, "Demo: Complex event processing over streaming multi-cloud platforms - The FERARI approach," in ACM International Conference on Distributed and Event-based Systems, 2016, pp. 348-349. doi: 10.1145/2933267.2933289
    Publication year: 2016Download: RepositoryType: Conference Demonstration
  18. I. Flouris, V. Manikaki, N. Giatrakos, A. Deligiannakis, M. Garofalakis, M. Mock, S. Bothe, I. Skarbovsky, F. Fournier, M. Štajcer, T. Križan, J. Yom-Tov and T. Čurin, "FERARI: a prototype for complex event processing over streaming multi-cloud platforms," in ACM SIGMOD International Conference on Management of Data, 2016, pp. 2093-2096. doi : 10.1145/2882903.2899395
    Publication year: 2016Download: RepositoryType: Conference Full Paper
  19. N. Giatrakos, A. Deligiannakis and M. Garofalakis, "Scalable approximate query tracking over highly distributed data streams," in ACM SIGMOD International Conference on Management of Data, 2016, pp. 1497-1512. doi: 10.1145/2882903.2915225
    Publication year: 2016Download: RepositoryType: Conference Full Paper
  20. A. Ioannou and M. Garofalakis, "Query analytics over probabilistic databases with unmerged duplicates", IEEE Trans. Knowl. Data Eng., vol. 27, no. 8, pp. 2245-2260, Aug. 2015. doi:10.1109/TKDE.2015.2405507
    Publication year: 2015Download: RepositoryType: Peer-Reviewed Journal Publication
  21. O. Papapetrou, M. Garofalakis, and A. Deligiannakis, "Sketching distributed sliding-window data streams", VLDB J., vol. 24, no. 3, pp. 345-368, Jun. 2015. doi:10.1007/s00778-015-0380-7
    Publication year: 2015Download: RepositoryType: Peer-Reviewed Journal Publication
  22. K. Kalantzaki, E. S. Bei, K. P. Exarchos, M. Zervakis, M. Garofalakis and D. I. Fotiadis," Nonparametric network design and analysis of disease genes in oral cancer progression," IEEE J. Biomed. Health Inform., vol. 18, no.2, pp. 562-573, Mar. 2014. doi: 10.1109/JBHI.2013.2274643
    Publication year: 2014Download: RepositoryType: Peer-Reviewed Journal Publication
  23. N. Giatrakos, A. Deligiannakis, M. Garofalakis, I. Sharfman and A. Schuster, "Distributed geometric query monitoring using prediction models," ACM Trans. Dat. Syst., vol. 39, no. 2, May 2014. doi:10.1145/2602137
    Publication year: 2014Download: RepositoryType: Peer-Reviewed Journal Publication
  24. S. Papadopoulos, G. Cormode, A. Deligiannakis and M. Garofalakis, "Lightweight query authentication on streams," ACM Trans. Dat. Syst., vol. 39, no. 4, Dec. 2014. doi:10.1145/2656336
    Publication year: 2014Download: RepositoryType: Peer-Reviewed Journal Publication
  25. K. Kalantzaki, E. S. Bei, M. Garofalakis and M. Zervakis, "Biological interaction networks based on non-parametric estimation," Intern. J. Biom. Engineering Techn., vol. 13, no.4, pp. 383-409, 2013. doi: 10.1504/IJBET.2013.058539
    Publication year: 2013Download: RepositoryType: Peer-Reviewed Journal Publication
  26. S. Christodoulakis, M. Garofalakis, E.G.M. Petrakis, A. Deligiannakis, V. Samoladas, E. Ioannou, O. Papapetrou and S. Sotiriadis, "Data management research at the Technical University of Crete," in SIGMOD Record, pp. 61-66,2013. doi: 10.1145/2590989.2590999
    Publication year: 2013Download: RepositoryType: Peer-Reviewed Journal Publication
  27. G. Cormode, M. Garofalakis, P. Haas and C. Jermaine, "Synopses for massive data: samples, histograms, wavelets, sketches", Foundations and Trends in Databases, vol. 4, no. 1-3, pp. 1-294, 2012. doi: 10.1561/1900000004
    Publication year: 2012Download: RepositoryType: Peer-Reviewed Journal Publication
  28. K.D. Kalantzaki, E.S. Bei, M. Garofalakis, M. Zervakis," Biological interaction networks based on sparse temporal expansion of graphical models ," in 2012 12th Intern.conf. on Bioinformatics and Bioen. (BIBE),pp.460 - 465.doi:10.1109/BIBE.2012.6399721
    Publication year: 2012Download: RepositoryType: Conference Full Paper
  29. N. Giatrakos, A. Deligiannakis, M. Garofalakis, I. Sharfman and A. Schuster, "Prediction-based geometric monitoring over distributed data streams," in 2012 ACM SIGMOD International Conference on Management of Data, pp. 265-276. doi: 10.1145/2213836.2213867
    Publication year: 2012Download: RepositoryType: Conference Full Paper
  30. O. Papapetrou, M. Garofalakis and A. Deligiannakis, "Sketch-based querying of distributed sliding-window data streams", in 2012 VLDB Endowment, vol. 5, no. 10, pp. 992-1003. doi: 10.14778/2336664.2336672
    Publication year: 2012Download: RepositoryType: Conference Full Paper
  31. D. Z. Wang, M. J. Franklin, M. Garofalakis, J. M. Hellerstein and M. L. Wick, "Hybrid in-database inference for declarative information extraction", in ACM SIGMOD International Conference on Management of Data, 2011, pp. 517-528. doi: 10.1145/1989323.1989378
    Publication year: 2011Download: RepositoryType: Conference Full Paper
  32. D. Z. Wang, E. Michelakis, M. J. Franklin, M. Garofalakis and J. M. Hellerstein, "Probabilistic declarative information extraction", in 26th IEEE International Conference on Data Engineering, 2010.
    Publication year: 2010Download: RepositoryType: Conference Full Paper
  33. D. Z. Wang, M. J. Franklin, M. Garofalakis and J. M. Hellerstein, "Querying probabilistic information extraction", in 36th International Conference on Very Large Data Bases, 2010.
    Publication year: 2010Download: RepositoryType: Conference Full Paper
  34. G. Cormode and M. Garofalakis, "Histograms and wavelets on probabilistic data", IEEE Trans. Knowl. Data Eng., vol. 22, no. 8, pp. 1142-1157, Aug. 2010. doi:10.1109/TKDE.2010.66
    Publication year: 2010Download: RepositoryType: Peer-Reviewed Journal Publication
  35. A. Dobra, M. Garofalakis, J. Gehrke and R. Rastogi, "Multi-query optimization for sketch-based estimation", Inform. Syst., vol. 34, no. 2, pp. 209-230, Apr. 2009. doi:10.1016/j.is.2008.06.002
    Publication year: 2009Download: RepositoryType: Peer-Reviewed Journal Publication
  36. B.T. Loo, T. Condie, M. Garofalakis, D.E. Gay, J. M. Hellerstein, P. Maniatis, R. Ramakrishnan, T. Roscoe and I. Stoica, "Declarative networking", Communications of the ACM, vol. 52. no. 11, Nov. 2009, pp. 87-95. doi: 10.1145/1592761.1592785
    Publication year: 2009Download: RepositoryType: Peer-Reviewed Journal Publication
  37. G. Cormode, A. Deligiannakis, M. Garofalakis and A. McGregor, "Probabilistic histograms for probabilistic data," in 35th International Conference on Very Large Data Bases, 2009.
    Publication year: 2009Download: RepositoryType: Conference Full Paper
  38. V. Rastogi, N. Dalvi and M. Garofalakis, "Large-scale collective entity matching", in 35th International Conference on Very Large Data Bases, 2009.
    Publication year: 2009Download: RepositoryType: Conference Full Paper
  39. A. Machanavajjhala, E. Vee, M. Garofalakis and J. Shanmugasundaram, "Scalable ranked publish/subscribe", in the 34th International Conference on Very Large Data Bases, 2008, pp. 451-462.
    Publication year: 2008Download: RepositoryType: Conference Full Paper
  40. D.Z. Wang, E. Michelakis, M. Garofalakis and J.M. Hellerstein, "BAYESSTORE: managing large, uncertain data repositories with probabilistic graphical models", in 34th International Conference on Very Large Data Bases, 2008.
    Publication year: 2008Download: RepositoryType: Conference Full Paper
  41. G. Cormode and M. Garofalakis, "Approximate continuous querying over distributed streams", ACM Trans. Dat. Syst., vol. 33, no. 2, Jun. 2008. doi:10.1145/1366102.1366106
    Publication year: 2008Download: RepositoryType: Peer-Reviewed Journal Publication
  42. S. R. Jeffery, M. J. Franklin and M. Garofalakis, "An adaptive RFID middleware for supporting metaphysical data independence", VLDB J., vol. 17, no. 2, pp. 265-289, Mar. 2008. doi:10.1007/s00778-007-0084-8
    Publication year: 2008Download: RepositoryType: Peer-Reviewed Journal Publication
  43. A. Deligiannakis, M. Garofalakis and N. Roussopoulos, "Extended wavelets for multiple measures," ACM Transactions on Database Systems (TODS) , vol. 32, no. 2, June 2007. doi: 10.1145/1242524.1242527
    Publication year: 2007Download: RepositoryType: Peer-Reviewed Journal Publication
  44. D. Wang, M. Garofalakis and K. Ramchandran, "Distributed sparse random projections for refinable approximation", in 6th International Symposium on Information Processing in Sensor Networks, 2007, pp. 331-339. doi: 10.1109/IPSN.2007.4379693
    Publication year: 2007Download: RepositoryType: Conference Full Paper
  45. G. Cormode and M. Garofalakis, "Sketching probabilistic data streams", in the Proceedings of the 2007 ACM SIGMOD International Conference on Management of Data, pp. 281-292. doi: 10.1145/1247480.1247513
    Publication year: 2007Download: RepositoryType: Conference Full Paper
  46. J. M. Hellerstein, T. Condie, M. Garofalakis, B. T. Loo, P. Maniatis, T. Roscoe and N. A. Taft, "Public health for the Internet (PHI) - Towards a new grand challenge for information management", in 3rd Biennial Conference on Innovative Data Systems Research, Jan. 2007.
    Publication year: 2007Download: RepositoryType: Conference Full Paper
  47. L. Huang, M. Garofalakis, A. Joseph and N. Taft, "Approximate decision making in large-scale distributed systems", in the Proceedings of MLSys'2007, December.
    Publication year: 2007Download: RepositoryType: Conference Publication
  48. L. Huang, X. Nguyen, M. Garofalakis, J. M. Hellerstein, M. I. Jordan, A. D. Joseph and N. Taft, "Communication-efficient online detection of network-wide anomalies", in 26th IEEE International Conference on Computer Communications, 2007, pp. 134-142. doi: 10.1109/INFCOM.2007.24
    Publication year: 2007Download: RepositoryType: Conference Full Paper
  49. M. Garofalakis, J. M. Hellerstein and P. Maniatis, "Proof sketches: verifiable in-network aggregation", in IEEE 23rd International Conference on Data Engineering, 2007, pp. 996-1005. doi: 10.1109/ICDE.2007.368958
    Publication year: 2007Download: RepositoryType: Conference Full Paper
  50. M. Garofalakis, Yahoo! Research Community Systems Group, "Community Systems Research at Yahoo!", ACM SIGMOD Record, vol. 36, no. 3, pp. 47-54, Sept. 2007. doi: 10.1145/1324185.1324195
    Publication year: 2007Download: RepositoryType: Peer-Reviewed Journal Publication
  51. R. Chand, P. Felber and M. Garofalakis, "Tree-pattern similarity estimation for scalable content-based routing", in IEEE 23rd International Conference on Data Engineering, 2007, pp. 1016-1025. doi: 10.1109/ICDE.2007.368960
    Publication year: 2007Download: RepositoryType: Conference Full Paper
  52. R. Ennals, E. Brewer, M. Garofalakis, M. Shadle and P. Gandhi, "Intel Mash Maker: join the web", in ACM SIGMOD Record, vol. 36, no. 4, Dec. 2007, pp. 27-33. doi: 10.1145/1361348.1361355
    Publication year: 2007Download: RepositoryType: Conference Full Paper
  53. R. Huebsch, M. Garofalakis, J. M. Hellerstein and I. Stoica, "Sharing aggregate computation for distributed queries", in ACM SIGMOD International Conference on Management of Data, 2007. doi: 10.1145/1247480.1247535
    Publication year: 2007Download: RepositoryType: Conference Full Paper
  54. S. Ganguly, M. Garofalakis, R. Rastogi and K. Sabnani, "Streaming algorithms for robust, real-time detection of DDoS attacks", in 27th International Conference on Distributed Computing Systems, 2007. doi: 10.1109/ICDCS.2007.142
    Publication year: 2007Download: RepositoryType: Conference Publication
  55. Y. Breitbart, M. Garofalakis, A. Gupta, A. Kumar and R. Rastogi, "On configuring BGP route reflectors", in 2nd Internationa Conference on Communication Systems Software and Middleware, 2007. doi: 10.1109/COMSWA.2007.382444
    Publication year: 2007Download: RepositoryType: Conference Full Paper
  56. G. Cormode, M. Garofalakis and D. Sacharidis, "Fast approximate wavelet tracking on streams", in 10th International Conference on Advances in Database Technology, September 2006.
    Publication year: 2006Download: RepositoryType: Conference Full Paper
  57. L. Huang, X. Nguyen, M. Garofalakis, M. I. Jordan, A. Joseph and N. Taft, "In-network PCA and anomaly detection", in 20th Annual Conference on Neural Information Processing Systems, 2006.
    Publication year: 2006Download: RepositoryType: Conference Full Paper
  58. M. Garofalakis, "Wavelet-based approximation techniques in database systems", IEEE Signal Process. Mag., vol. 23, no. 6, pp. 54-58, Nov. 2006. doi:10.1109/SP-M.2006.248713
    Publication year: 2006Download: RepositoryType: Peer-Reviewed Journal Publication
  59. M. Garofalakis, K. P. Brown, M. J. Franklin, J. M. Hellerstein, D. Z. Wang, E. Michelakis, L. Tancau, E. Wu, S. R. Jeffery and R. Aipperspach, "Probabilistic data management for pervasive computing: the data furnace project", in IEEE Data Engineering Bulletin, vol. 29, no. 1, March 2006.
    Publication year: 2006Download: RepositoryType: Conference Publication
  60. N. Polyzotis and M. Garofalakis, "XCluster synopses for structured XML content", in 22nd International Conference on Data Engineering, 2006, doi: 10.1109/ICDE.2006.175
    Publication year: 2006Download: RepositoryType: Conference Full Paper
  61. N. Polyzotis and M. Garofalakis, "XSKETCH synopses for XML data graphs", ACM Transactions on Database Systems, vol. 31, no. 3, pp. 1014-1063, Sept. 2006. doi: 10.1145/1166074.1166082
    Publication year: 2006Download: RepositoryType: Peer-Reviewed Journal Publication
  62. S. R. Jeffery, M. Garofalakis and M. J. Franklin, "Adaptive cleaning for RFID data streams", in 32nd International Conference on Very Large Data Bases, 2006, pp 163-174.
    Publication year: 2006Download: RepositoryType: Conference Full Paper
  63. A. Deligiannakis, M. Garofalakis and N. Roussopoulos, "A fast approximation scheme for probabilistic wavelet synopses," in 17th International Scientific and Statistical Database Management Conference, June 2005, pp. 243-252.
    Publication year: 2005Download: RepositoryType: Conference Full Paper
  64. G. Cormode and M. Garofalakis, "Efficient strategies for continuous distributed tracking tasks", IEEE Data Engineering Bulletin, vol. 28, no. 1, pp. 33-39, March 2005.
    Publication year: 2005Download: RepositoryType: Peer-Reviewed Journal Publication
  65. G. Cormode and M. Garofalakis, "Sketching streams through the net: distributed approximate query tracking", in 31st International Conference on Very Large Data Bases, August 2005, pp. 13-24.
    Publication year: 2005Download: RepositoryType: Conference Full Paper
  66. G. Cormode, M. Garofalakis, S. Muthukrishnan and R. Rastogi, "Holistic aggregates in a networked world: distributed tracking of approximate quantiles", in ACM SIGMOD International Conference on Management of Data, June 2005, pp. 25-36.
    Publication year: 2005Download: RepositoryType: Conference Full Paper
  67. M. Garofalakis and A. Kumar, "Wavelet synopses for general error metrics", ACM Trans. Dat. Syst., vol. 30, no. 4, pp. 888-928, Dec. 2005. doi:10.1145/1114244.1114246
    Publication year: 2005Download: RepositoryType: Peer-Reviewed Journal Publication
  68. M. Garofalakis and A. Kumar, "XML stream processing using tree-edit distance embeddings", ACM Trans. Dat. Syst., vol. 30, no. 1, pp. 279-332, Mar. 2005. doi:10.1145/1061318.1061326
    Publication year: 2005Download: RepositoryType: Peer-Reviewed Journal Publication
  69. S. Ganguly, M. Garofalakis, A. Kumar and R. Rastogi, "Join-distinct aggregate estimation over update streams", in 24th ACM SIGMOD-SIGACT-SIGART Symposium on Principles of Database Systems, June 2005.
    Publication year: 2005Download: RepositoryType: Conference Full Paper
  70. M. Garofalakis and P. B. Gibbons, "Probabilistic wavelet synopses", ACM Trans. Dat. Syst., vol. 29, no. 1, pp. 43-90, Mar. 2004. doi:10.1145/974750.974753
    Publication year: 2004Download: RepositoryType: Peer-Reviewed Journal Publication
  71. S. Ganguly, M. Garofalakis and R. Rastogi, "Tracking set-expression cardinalities over continuous update streams", VLDB J., vol. 13, no. 4, pp. 354-369, Dec. 2004. doi:10.1007/s00778-004-0135-3
    Publication year: 2004Download: RepositoryType: Peer-Reviewed Journal Publication
  72. Y. Breitbart, M. Garofalakis, B. Jai, C. Martin, R. Rastogi and A. Silberschatz, "Topology discovery in heterogeneous IP networks: the NetInventory system", IEEE/ACM Trans. Network., vol. 12, no. 3, pp. 401-414, Jun. 2004. doi:10.1109/TNET.2004.828963
    Publication year: 2004Download: RepositoryType: Peer-Reviewed Journal Publication
  73. C.-Y. Chan, M. Garofalakis and R. Rastogi, "RE-tree: an efficient index structure for regular expressions", VLDB J., vol. 12, no. 2, pp. 102-119, Ayg. 2003. doi:10.1007/s00778-003-0094-0
    Publication year: 2003Download: RepositoryType: Peer-Reviewed Journal Publication
  74. M. Garofalakis and A. Kumar, "Correlating XML data streams using tree-edit distance embeddings", in 22nd ACM SIGMOD-SIGACT-SIGART Symposium on Principles of Database Systems, June 2003, pp. 143-154.
    Publication year: 2003Download: RepositoryType: Conference Publication
  75. M. Garofalakis, A. Gionis, R. Rastogi, S. Seshadri and K. Shim, "XTRACT: learning document type descriptors from XML document collections", Data Min. Knowl. Disc., vol. 7, no. 1, pp. 23-56, Jan. 2002. doi:10.1023/A:1021560618289
    Publication year: 2003Download: RepositoryType: Peer-Reviewed Journal Publication
  76. M. Garofalakis, D. Hyun, R. Rastogi and K. Shim, "Building decision trees with constraints", Data Min. Knowl. Disc., vol 7, no. 2, pp. 187-214, Apr. 2003. doi:10.1023/A:1022445500761
    Publication year: 2003Download: RepositoryType: Peer-Reviewed Journal Publication
  77. M. N. Garofalakis, "Analyzing massive data streams: past, present, and future", in 8th ACM SIGMOD Workshop on Research Issues in Data Mining and Knowledge Discovery, 13 June 2003. doi: 10.1145/882082.882084
    Publication year: 2003Download: RepositoryType: Conference Publication
  78. R. Rastogi, Y. Breitbart, M. Garofalakis and A. Kumar, "Optimal configuration of OSPF aggregates", IEEE/ACM Trans. Network., vol. 11, no. 2, pp. 181-194, Apr. 2003. doi:10.1109/TNET.2003.810317
    Publication year: 2003Download: RepositoryType: Peer-Reviewed Journal Publication
  79. S. Ganguly, M. Garofalakis and R. Rastogi, "Processing set expressions over continuous update streams", in ACM SIGMOD International Conference on Management of Data, June 2003, pp. 265-276.
    Publication year: 2003Download: RepositoryType: Conference Full Paper
  80. Y. Bejerano, Y. Breitbart, M. Garofalakis and R. Rastogi, "Physical topology discovery for large multi-subnet networks", in Twenty-Second Annual Joint Conference of the IEEE Computer and Communications, 30 March-3 April 2003, pp. 342-352. doi: 10.1109/INFCOM.2003.1208686
    Publication year: 2003Download: RepositoryType: Conference Full Paper
  81. C-Y Chan, W. Fan, P. Felber, M. Garofalakis and R. Rastogi, "Tree pattern aggregation for scalable XML data dissemination", in 28th International Conference on Very Large Data Bases, August 2002, pp. 826-837.
    Publication year: 2002Download: RepositoryType: Conference Publication
  82. C.-Y. Chan, P. Felber, M. Garofalakis and R. Rastogi, "Efficient filtering of XML documents with XPath expressions", VLDB J., vol. 11, no. 4, pp. 354-379, Dec. 2002. doi:10.1007/s00778-002-0077-6
    Publication year: 2002Download: RepositoryType: Peer-Reviewed Journal Publication
  83. M. Garofalakis and P. Gibbons, "Wavelet synopses with error guarantees", in ACM SIGMOD International Conference on Management of Data, June 2002, pp. 476-487.
    Publication year: 2002Download: RepositoryType: Conference Publication
  84. M. Garofalakis, J. Gehrke and R. Rastogi, "Querying and mining data streams: you only get one look a tutorial", in ACM SIGMOD International Conference on Management of Data, 2002, pp. 635-635. doi: 10.1145/564691.564794
    Publication year: 2002Download: RepositoryType: Conference Publication
  85. M. Garofalakis, R. Rastogi and K. Shim, "Mining sequential patterns with regular expression constraints", IEEE Trans. Knowl. Data Eng., vol. 14, no. 3, pp. 530-552, May/Jun. 2002. doi:10.1109/TKDE.2002.1000341
    Publication year: 2002Download: RepositoryType: Peer-Reviewed Journal Publication
  86. M. Garofalakis, Y. Ioannidis, B. Özden and A. Silberschatz, "Competitive on-line scheduling of continuous-media streams", J. Comput. Syst. Sci., vo. 64, no. 2, pp. 219-248, Mar. 2002. doi:10.1006/jcss.2001.1799
    Publication year: 2002Download: RepositoryType: Peer-Reviewed Journal Publication
  87. N. Polyzotis and M. Garofalakis, "Statistical synopses for graph-structured XML databases", in ACM SIGMOD International Conference on Management of Data, June 2002, pp. 358-369.
    Publication year: 2002Download: RepositoryType: Conference Full Paper
  88. N. Polyzotis and M. Garofalakis, "Structure and value synopses for XML data graphs", in 28th International Conference on Very Large Data Bases, August 2002, pp. 466-477.
    Publication year: 2002Download: RepositoryType: Conference Full Paper
  89. S. Babu, M. Garofalakis and R. Rastogi, "SPARTAN: using constrained models for guaranteed-error semantic compression", SIGKDD Explorat., vol. 4, no. 1, pp. 11-20, Jun. 2002. doi:10.1145/568574.568578
    Publication year: 2002Download: RepositoryType: Peer-Reviewed Journal Publication
  90. A. Deshpande, M. Garofalakis and M. Jordan, "Efficient stepwise selection in decomposable models", in Seventeenth Conference on Uncertainty in Artificial Intelligence, August 2001.
    Publication year: 2001Download: RepositoryType: Conference Publication
  91. A. Deshpande, M. Garofalakis and R. Rastogi, "Independence is good: dependency-based histogram synopses for high-dimensional data", in ACM SIGMOD International Cconference on Management of Data, June 2001, pp. 199-210. doi: 10.1145/375663.375685
    Publication year: 2001Download: RepositoryType: Conference Publication
  92. K. Chakrabarti, M. Garofalakis, R. Rastogi and K. Shim, "Approximate query processing using wavelets", VLDB J., vol. 10, no. 2-3, pp. 199-223, Sep. 2001. doi:10.1007/s007780100049
    Publication year: 2001Download: RepositoryType: Peer-Reviewed Journal Publication
  93. S. Babu, M. Garofalakis and R. Rastogi, "SPARTAN: A model-based semantic compression system for massive data tables", in International Conference on Management of Data (SIGMOD 2001), May 2001, pp. 283-294.
    Publication year: 2001Download: RepositoryType: Conference Full Paper
  94. Y. Breitbart, C-Y Chan, M. Garofalakis, R. Rastogi and A. Silberschatz, "Efficiently monitoring bandwidth and latency in IP networks", in Twentieth Annual Joint Conference of the IEEE Computer and Communications Societies, Apr. 2001, pp. 933-942. doi: 10.1109/INFCOM.2001.916285
    Publication year: 2001Download: RepositoryType: Conference Full Paper
  95. M. Garofalakis and R. Rastogi, "Scalable data mining with model constraints", SIGKDD Explorat., vol. 2, no. 2, pp. 39-48, Dec. 2000. doi:10.1145/380995.381012
    Publication year: 2000Download: RepositoryType: Peer-Reviewed Journal Publication
  96. M. Garofalakis, A. Gionis, R. Rastogi, S. Seshadri and K. Shim, "XTRACT: a system for extracting document type descriptors from XML documents", in SIGMOD '00 Proceedings of the 2000 ACM SIGMOD international conference on Management of data, June 2000, pp. 165-176. doi: 10.1145/342009.335409
    Publication year: 2000Download: RepositoryType: Conference Publication
  97. M. Garofalakis, D. Hyun, R. Rastogi and K. Shim, "Efficient algorithms for constructing decision trees with constraints", in Sixth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, August 2000, pp. 335-339.
    Publication year: 2000Download: RepositoryType: Conference Full Paper
  98. M.N. Garofalakis, R. Rastogi and K. Shim, "SPIRIT: Sequential pattern mining with regular expression constraints", in 25th VLDB Conference, September 1999, pp. 223-234.
    Publication year: 1999Download: RepositoryType: Conference Publication
  99. M. Garofalakis, Y. Ioannidis, B. Ozden and A. Silberschatz, "Throughput-competitive admission control for continuous media databases", in Conference SIGMOD/PODS98 Special Interest Group on Management of Data (SIGMOD)/Principles of Data Base Systems (PODS), June 1998, pp. 79-88.
    Publication year: 1998Download: RepositoryType: Conference Publication
  100. M. N. Garofalakis, B. Özden and A. Silberschatz, "On periodic resource scheduling for continuous-media databases", VLDB J., vol. 7, no. 4, pp. 206-225, Dec. 1998. doi:10.1007/s007780050065
    Publication year: 1998Download: RepositoryType: Peer-Reviewed Journal Publication
  101. M. N. Garofalakis, Y. E. Ioannidis and Banu Ozden, "Resource scheduling for composite multimedia objects", in 24th VLDB Conference, August 1998, pp. 74-85.
    Publication year: 1998Download: RepositoryType: Conference Publication
  102. M. Garofalakis and Y. Ioannidis, "Parallel query scheduling and optimization with time- and space-shared resources", in 23rd VLDB Conference, August 1997, pp. 296-305.
    Publication year: 1997Download: RepositoryType: Conference Publication
  103. M. Garofalakis, B. Ozden and A. Silberschatz, "Resource scheduling in enhanced pay-per-view continuous media databases", in 23rd VLDB Conference, August 1997, pp. 516-525.
    Publication year: 1997Download: RepositoryType: Conference Publication
  104. M. Garofalakis and Y. Ioannidis, "Multi-dimensional resource scheduling for parallel queries", in ACM SIGMOD International Conference on Management of Data, June 1996, pp. 365-376.
    Publication year: 1996Download: RepositoryType: Conference Publication
  105. M. Garofalakis and Y. Ioannidis, "Scheduling issues in multimedia query optimization", ACM Computing Surveys, vol. 27, no. 4, pp. 590-592, Dec. 1995.
    Publication year: 1995Download: RepositoryType: Peer-Reviewed Journal Publication

Supervised Thesis (click to toggle)

Theses supervised by this person that have been associated with the laboratory.

  1. Alexandros Tragkas, "Blockchain Support for a Personal Data Marketplace", Diploma Work, School of Electrical and Computer Engineering, Technical University of Crete, Chania, Greece, 2021
    Publication year: 2021Download: RepositoryType: Diploma Work
  2. Georgios Margaritis, "Differentially private data synthesis using Variational Autoencoders", Diploma Work, School of Electrical and Computer Engineering, Technical University of Crete, Chania, Greece, 2021
    Publication year: 2021Download: RepositoryType: Diploma Work
  3. Zacharioudakis Christos, "Large Differentially Private Data Synthesis", Diploma Work, School of Electrical and Computer Engineering, Technical University of Crete, Chania, Greece, 2020
    Publication year: 2020Download: RepositoryType: Diploma Work
  4. Nikolaos Kafritsas, "A caching platform for large scale data-intensive distributed applications", Diploma Work, School of Electrical and Computer Engineering, Technical University of Crete, Chania, Greece, 2019
    Publication year: 2019Download: RepositoryType: Diploma Work
  5. Rafail-Athanasios Demertzis, "Efficient multi-dimensional range searchable encryption for large databases", Diploma Work, School of Electrical and Computer Engineering, Technical University of Crete, Chania, Greece, 2019
    Publication year: 2019Download: RepositoryType: Diploma Work
  6. Christos Ziakas, "Implementation of decision trees for data streams in the Spark Streaming platform", Diploma Work, School of Electrical and Computer Engineering, Technical University of Crete, Chania, Greece, 2018
    Publication year: 2018Download: RepositoryType: Diploma Work
  7. Vassilis V. Digalakis Jr., "Data analytics with differential privacy", Diploma Work, School of Electrical and Computer Engineering, Technical University of Crete, Chania, Greece, 2018
    Publication year: 2018Download: RepositoryType: Diploma Work
  8. Zafeiria Moumoulidou, "Dynamic decision trees in a distributed environment", Diploma Work, School of Electrical and Computer Engineering, Technical University of Crete, Chania, Greece, 2018
    Publication year: 2018Download: RepositoryType: Diploma Work
  9. Nikolaos Pavlakis, "Scaling out streaming time series analytics on Storm", Master Thesis, School of Electrical and Computer Engineering, Technical University of Crete, Chania, Greece, 2017
    Publication year: 2017Download: RepositoryType: Master Thesis
  10. Alexandros Mavrommatis, "A streaming implementation of the event calculus", Master Thesis, School of Electronic and Computer Engineering, Technical University of Crete, Chania, Greece, 2016
    Publication year: 2016Download: RepositoryType: Master Thesis
  11. Eirini Asteri, "Distributed sliding-window matrix sketching", Diploma Work, School of Electrical and Computer Engineering, Technical University of Crete, Chania, Greece, 2016
    Publication year: 2016Download: RepositoryType: Diploma Work
  12. Periklis Chrysogelos, "Streaming, high performance support vector methods", Diploma Work, School of Electrical and Computer Engineering, Technical University of Crete, Chania, Greece, 2016
    Publication year: 2016Download: RepositoryType: Diploma Work
  13. Andreas Grammenos, "NeuralStream: a distributed framework for online pattern discovery in multiple streaming time-series", Diploma Work, School of Electronic and Computer Engineering, Technical University of Crete, Chania, Greece, 2015
    Publication year: 2015Download: RepositoryType: Diploma Work
  14. Ioannis Demertzis, "Practical secure and efficient range search", Master Thesis, School of Electronic and Computer Engineering, Technical University of Crete, Chania, Greece, 2015
    Publication year: 2015Download: RepositoryType: Master Thesis
  15. Ioakeim Perros, "Stochastic PageRank maintenance over shared-nothing architectures", Master Thesis, School of Electronic and Computer Engineering, Technical University of Crete, Chania, Greece, 2014
    Publication year: 2014Download: RepositoryType: Master Thesis
  16. Eleftherios Soulas, "Online machine learning algorithms for currency exchange prediction", Diploma Work, School of Electronic and Computer Engineering, Technical University of Crete, Chania, Greece, 2013
    Publication year: 2013Download: RepositoryType: Diploma Work
  17. Βασιλική Προκόπη, "Managing information extraction in a mashup environment", Διπλωματική Εργασία, Τμήμα Ηλεκτρονικών Μηχανικών και Μηχανικών Υπολογιστών, Πολυτεχνείο Κρήτης, Χανιά, Ελλάς, 2013.
    Publication year: 2013Download: RepositoryType: Diploma Work
  18. Γεώργιος Κομνηνός, "Implementation of a client-server mashup system using the android platform", Διπλωματική Εργασία, Τμήμα Ηλεκτρονικών Μηχανικών και Μηχανικών Υπολογιστών, Πολυτεχνείο Κρήτης, Χανιά, Ελλάς, 2013.
    Publication year: 2013Download: RepositoryType: Diploma Work
  19. Γιώργος Φραγκιαδουλάκης, "Υλοποίηση μηχανής αναζήτησης βασισμένης στο PageRank με χρήση του Hadoop", Διπλωματική Εργασία, Τμήμα Ηλεκτρονικών Μηχανικών και Μηχανικών Υπολογιστών, Πολυτεχνείο Κρήτης, Χανιά, Ελλάς, 2013.
    Publication year: 2013Download: RepositoryType: Diploma Work
  20. Ευάγγελος Ε. Βαζαίος, "BePadoop large-scale exact belief propagation in Hadoop", Μεταπτυχιακή Διατριβή, Σχολή Ηλεκτρονικών Μηχανικών και Μηχανικών Υπολογιστών, Πολυτεχνείο Κρήτης, Χανιά, Ελλάς, 2013.
    Publication year: 2013Download: RepositoryType: Master Thesis
  21. Ιωάννης Δεμερτζής, "Private data analytics in cloud computing environments", Διπλωματική Εργασία, Σχολή Ηλεκτρονικών Μηχανικών και Μηχανικών Υπολογιστών, Πολυτεχνείο Κρήτης, Χανιά, Ελλάς, 2013.
    Publication year: 2013Download: RepositoryType: Diploma Work
  22. Konstantinos Athanasoglou, "Sketch-based geometric monitoring of distributed stream queries", Master Thesis, School of Electronic and Computer Engineering, Technical University of Crete, Chania, Greece, 2012
    Publication year: 2012Download: RepositoryType: Master Thesis
  23. Ιωακείμ Πέρρος, "Soft co-clustering in map-reduce using distributed sparse matrix regression", Διπλωματική Εργασία, Τμήμα Ηλεκτρονικών Μηχανικών και Μηχανικών Υπολογιστών, Πολυτεχνείο Κρήτης, Χανιά, Ελλάς, 2012.
    Publication year: 2012Download: RepositoryType: Diploma Work
  24. Στυλιανός Παπαγρηγορίου, "Efficient segmentation and classification of hyper spectral cubes", Διπλωματική Εργασία, Τμήμα Ηλεκτρονικών Μηχανικών και Μηχανικών Υπολογιστών, Πολυτεχνείο Κρήτης, Χανιά, Ελλάς, 2012.
    Publication year: 2012Download: RepositoryType: Diploma Work
  25. Γεώργιος Χριστόπουλος, "Fast, parallel stream clustering using hadoop online", Διπλωματική Εργασία, Τμήμα Ηλεκτρονικών Μηχανικών και Μηχανικών Υπολογιστών, Πολυτεχνείο Κρήτης, Χανιά, Ελλάς, 2011.
    Publication year: 2011Download: RepositoryType: Diploma Work
  26. Λάμπρος Παπαγεωργίου, "Lineage processing in uncertain operator pipelines", Διπλωματική Εργασία, Τμήμα Ηλεκτρονικών Μηχανικών και Μηχανικών Υπολογιστών, Πολυτεχνείο Κρήτης, Χανιά, Ελλάς, 2011.
    Publication year: 2011Download: RepositoryType: Diploma Work
  27. Αγησίλαος Χαρτσιάς, "Link prediction in large scale social networks using hadoop", Διπλωματική Εργασία, Τμήμα Ηλεκτρονικών Μηχανικών και Μηχανικών Υπολογιστών, Πολυτεχνείο Κρήτης, Χανιά, Ελλάς, 2010.
    Publication year: 2010Download: RepositoryType: Diploma Work
  28. Απόστολος Νυδριώτης, "Dynamic web service mashups", Διπλωματική Εργασία, Τμήμα Ηλεκτρονικών Μηχανικών και Μηχανικών Υπολογιστών, Πολυτεχνείο Κρήτης, Χανιά, Ελλάς, 2010.
    Publication year: 2010Download: RepositoryType: Diploma Work
  29. Καλλιόπη Καλαντζάκη, "Μεγάλης αποδοτικότητας Crawler βασισμένος στο Hadoop", Διπλωματική Εργασία, Τμήμα Ηλεκτρονικών Μηχανικών και Μηχανικών Υπολογιστών, Πολυτεχνείο Κρήτης, Χανιά, Ελλάς, 2010.
    Publication year: 2010Download: RepositoryType: Diploma Work