[Conferences] - [Journals] - [Tutorials] - [Other]

Conference & Workshop Papers

  M. Vlachos, A. Wieczorek, J. Schneider:
"Right-Protected Data Publishing with Hierarchical Clustering Preservation",
International Conference on Information and Knowledge Management (CIKM), Maui, Hawaii, 2012
 
  T. Lappas, M. Vlachos:
"Customizing Search Results for Non-Native Speakers",
International Conference on Information and Knowledge Management (CIKM), Maui, Hawaii, 2012
 
  F. Fusco, M. Vlachos, X. Dimitropoulos:
"RasterZip: Compressing Streaming Network Monitoring Data with Support for Partial Decompression",
Internet Measurements Conference (IMC), Boston, USA, 2012
 
  N. Freris, M. Vlachos, S.S. Kozat:
"Optimal Distance Estimation on Compressed Data Series",
SIAM International Conference on Data Mining (SDM), Anaheim, California, 2012
 
  N. Freris, M. Vlachos, D. Turaga:
"Cluster-Aware Compression with Provable K-Means Preservation",
SIAM International Conference on Data Mining (SDM), Anaheim, California, 2012
 
  D. Svonava, M. Vlachos:
"Graph Visualization using Minimum Spanning Dendrograms",
International Conference on Data Mining (ICDM), Sydney, Australia, 2010
 
  F. Fusco, M. Stoecklin, M. Vlachos:
"NET-FLi: On-the-fly Compression, Archiving and Indexing of Streaming Network Traffic",
International Conference on Very Large Databases (VLDB), Singapore, 2010
 
  T. Huynh, M. Vlachos, I. Rigoutsos:
"Anchoring Millions of Distinct Reads on the Human Genome within Seconds",
International Conference on Extending Database Technology (EDBT), Lausanna, Switzerland, 2010,
[Acceptance Rate] = 54/307 = 18%
 
  D. Turaga, M. Vlachos, O. Verscheure:
"On K-Means Cluster Preservation using Quantization Schemes",
IEEE International Conference on Data Mining (ICDM), Miami, USA, 2009,
[Acceptance Rate] = 70/786 =9%
 
  M. Vlachos, S.S. Kozat, P.S. Yu:
"Optimal Distance Bounds on Time-Series Data",
SIAM International Conference on Data Mining (SDM), Nevada, USA, 2009,
[Acceptance Rate] = 55/351 =15.6%
 
 M. Vlachos, C. Lucchese, D. Rajan, P.S. Yu:
"Ownership Protection of Shape Datasets with Geodesic Distance Preservation",
International Conference on Extending Database Technology (EDBT), Nantes, France, 2008
 
C. Lucchese, M. Vlachos, D. Rajan, P.S. Yu:
"Rights Protection of Trajectory Datasets",
International Conference on Data Engineering (ICDE), Cancun, Mexico, 2008
 
T. Ide, S. Papadimitriou, M. Vlachos:
"Computing Correlation Anomaly Scores Using Stochastic Nearest Neighbors",
International Conference on Data-Mining (ICDM), Omaha, Nebraska, USA, 2007,
[Acceptance Rate] = 101/530 = 19.1%
 
M. Vlachos, B. Taneri, E. Keogh, P.S. Yu:
"Visual Exploration of Genomic Data",
11th European Conference on Principles and Practice of Knowledge Discovery in Databases (PKDD), Warsaw, Poland, 2007,
[Acceptance Rate] = 20%
 
 V. Hristidis, O. Valdivia, M. Vlachos and P. S. Yu:
"A System for Keyword Search on Textual Streams",
SIAM International Conference on Data-Mining (SDM), 2007
 
 O. Verscheure, M. Vlachos, A. Anagnostopoulos,
P. Frossard, E. Bouillet,  and P.S. Yu:
"Finding 'Who is Talking to Whom' in VoIP Networks via Progressive Stream Clustering",
In Proc. of ICDM, Hong-Kong, 2006
[Acceptance Rate] = 10%
 
 V. Hristidis, O. Valvidia, M. Vlachos and P.S Yu:
"Continuous Keyword Search on Multiple Text Streams",
In Proc. of CIKM, Arlington, Virginia, 2006
[Acceptance Rate] = 134/537 = 25%
 
 M. Vlachos, S. Papadimitriou, Z. Vagena and P.S Yu:
"Indexing and Visualization of High-Dimensional Data via Dimension Reorderings",
In Proc. of PKDD, Berlin, Germany, 2006
[Acceptance Rate] = 60/685=8.8%
 
 E. Keogh, L. Wei, X. Xi, S.-H. Lee and M. Vlachos:
"Exact Indexing of Shapes under Rotation Invariance with Arbitrary Representations and Distance Measures",
In Proc. of VLDB, Seoul, Korea, 2006
[Acceptance Rate] = 13.9%
 
 A. Anagnostopoulos, M. Vlachos, M. Hadjieleftheriou, E. Keogh, P.S. Yu:
"Global Distance-Based Segmentation of Trajectories",
In Proc. of KDD, PA, USA, 2006
[Acceptance Rate] = 11%
 
 M. Vlachos, D. Turaga, P.S. Yu:
"Resource Adaptive Periodicity Estimation",
In Proc. EDBT, 2006
[Acceptance Rate] = 56/355 = 15.8%
 
 M. Vlachos, Z. Vagena, P.S. Yu, V. Athitsos:
"Rotation Invariant Indexing of Shapes and Line Drawings",
In Proc. of 14th ACM Conference on Information and Knowledge Management (CIKM), Bremen, Germany, 2005
[Acceptance Rate] = 18%
 
 M. Vlachos, K-L. Wu, S-K.Chen and P.S. Yu:
"Fast Burst Correlation of Financial Data",
In Proc. 9th European Conference of Practices in Knowledge and Data Discovery (PKDD), Porto, Portugal, 2005
[Acceptance Rate] = 35/250 = 14%
 
 M. Vlachos, Z. Vagena, V. Castelli, P.S. Yu:
"A Multi-Metric Index for Euclidean and Periodic Matching",
In Proc. 9th European Conference of Practices in Knowledge and Data Discovery (PKDD), Porto, Portugal, 2005
[Acceptance Rate] = 35/250 =14%
 
 D. Zeinalipour-Yazti, Z. Vagena, D. Gunopulos, V. Kalogeraki, V. Tsotras, M. Vlachos, N. Koudas, D. Srivastava:  
"The Threshold Join Algorithm for Top-k Queries in Distributed Sensor Networks", Intl. Workshop on Data Management for Sensor Networks DMSN (VLDB'2005), Trondheim, Norway, 2005
 
 M. Vlachos, P.S. Yu, V. Castelli:
"On Periodicity Detection and Structural Periodic Similarity",
In Proc. of SIAM International Conf. on Data Mining (SDM), Newport Beach, CA, 2005
[Acceptance Rate] = 40/213 = 18.7%
 
 M. Vlachos, D. Gunopulos, G. Das:
"Rotation Invariant Distance Measures for Trajectories",
In Proc. of 10th International Conf. on Knowledge Discovery & Data Mining (SIGKDD), Seattle, WA, 2004
[Acceptance Rate] = 85/337 = 25.2%
 
 M. Vlachos, C. Meek, Z. Vagena, D. Gunopulos:
"Identification of Similarities, Periodicities & Bursts for Online Search Queries",
In Proc. of International Conference on Management of Data (SIGMOD), Paris, France, 2004
[Acceptance Rate] = 69/431 = 16%
 
 J. Lin, M. Vlachos, E. Keogh, D. Gunopulos:
"Iterative Incremental Clustering of Time Series",
In Proc. of 9th International Conference on Extending Database Technology (EDBT), Crete, Greece, 2004
[Acceptance Rate] = 42/295 = 14.2%
 
 T. Palpanas, M. Vlachos, E. Keogh, D. Gunopulos, W. Truppel:
"Online Amnesic Approximation of Streaming Time Series",
In Proc. of 20th International Conference on Data Engineering (ICDE), Boston, 2004
[Acceptance Rate] = 63/441 = 14.3%
 
 M. Vlachos, M. Hadjieleftheriou, D. Gunopulos, E. Keogh:
"Indexing Multi-Dimensional Time-Series with Support for Multiple Distance Measures",
In Proc. of 9th International Conf. on Knowledge Discovery & Data Mining (SIGKDD), Washington, DC, 2003
[Acceptance Rate] = 34/258 = 13.1%
 
 J. Lin, M. Vlachos, E. Keogh, D. Gunopulos:
"Multi-Resolution K-Means Clustering of Time Series and Applications to Images",
Workshop on Multimedia Data Mining (MDM), SIGKDD, Washington DC, 2003
 
 S. Guha, D. Gunopulos, N. Koudas, D. Srivastava, M. Vlachos:
"Efficient Approximation Of Optimization Queries Under Parametric Aggregation Constraints",
In Proc. of 29th International Conference on Very Large DataBases (VLDB), pp. 778-789, Berlin, Germany, 2003
[Acceptance Rate] = 84/547 = 15.3%
 
 M. Cardle, M. Vlachos, S. Brooks, E. Keogh, D. Gunopulos: [codec]
"Fast Motion Capture Matching with Replicated Motion Editing",
In Proc. of 29th ACM SIGGRAPH, San Diego, Technical Sketches & Applications, 2003
[Acceptance Rate] = 70/370 = 18.9%
 
 M. Vlachos, J. Lin, E. Keogh, and D. Gunopulos:
"A Wavelet-Based Anytime Algorithm for K-Means Clustering of Time-Series",
Workshop on Clustering High-Dimensionality Data and its Applications, SIAM Datamining, San Francisco, 2003
 
 M. Vlachos, C. Domeniconi, D. Gunopulos, G. Kollios, N. Koudas:
"Non-Linear Dimensionality Reduction Techniques for Classification and Visualization",
In Proc. of 8th Int. Conf. on Knowledge Discovery & Data Mining (SIGKDD),
pp. 645-651, Edmonton, Canada, 2002
[Acceptance Rate] = 28.5%
 
 M. Vlachos, D. Gunopulos, G. Kollios:
"Robust Similarity Measures for Mobile Object Trajectories",
In Proc. of 13th Database and Expert Systems Applications (DEXA), pp. 721-726,
5th International Workshop "Mobility in Databases and Distributed Systems" (MDDS), Aix-en-Provence, France, 2002
 
 M. Vlachos, G.Kollios, D. Gunopulos:
"Discovering Similar Multidimensional Trajectories",
In Proc. of 18th International Conference on Data Engineering (ICDE), pp. 673-684, San Jose, CA, 2002
[Acceptance Rate] = 54/287 = 18.8%

 

Journals, Magazines, Book Chapters, Encyclopedias

  M. Vlachos, D. Svonava:
"Recommendation and Visualization of Similar Movies Using Minimum Spanning Dendrograms",
Information Visualization Journal, 2012
 
  F. Fusco, M. Vlachos, M. Stoecklin:
"Real-time Creation of Bitmap Indexes on Streaming Network Data",
The VLDB Journal, 2012
 
  F. Fusco, X. Dimitropoulos, M. Vlachos, L. Deri:
"pcapIndex: An Index for Network Packet Traces with Legacy Compatibility",
ACM SIGCOMM Computer Communication Review, 42(1): 47-53, 2012
 
  M. Vlachos, S.S. Kozat, P.S. Yu:
"Optimal Distance Bounds for Fast Search on Compressed Time-Series Query Logs",
ACM Transactions on the Web, 2010
 
  C. Lucchese, M. Vlachos, D. Rajan, P.S. Yu:
"Rights Protection of Trajectory Datasets with Nearest-Neighbor Preservation",
The VLDB Journal, 2010
 
 M. Vlachos, A. Anagnostopoulos, O. Verscheure, P.S. Yu:
"Online Pairing of VoIP Conversations",
1066-8888 (Print) 0949-877X (Online)
The VLDB Journal, 2009
 
 D. Zeinalipour-Yazti, Z. Vagena, D. Gunopulos, V. Kalogeraki, V. Tsotras, M. Vlachos, N. Koudas, D. Srivastava:
"Finding the K Highest-Ranked Answers in a Distributed Network",
Computer Networks 53(9): 1431-1449, 2009
 
 E. Keogh, L. Wei, X. Xi, M. Vlachos, S.-H. Lee, P. Protopappas:
"Supporting exact indexing of arbitrarily rotated shapes and periodic time series under Euclidean and warping distance measures",
The VLDB Journal 18(3): 611-630, 2009
 
 V. Hristidis, O. Valdivia, M. Vlachos, P.S. Yu:
"Information Discovery Across Multiple Streams",
Journal of Information Systems, 179(19): 3268-3285, 2009
 
 M. Vlachos, B. Taneri, E. Keogh, P.S. Yu:
"Visual Mining of DNA Sequences",
IEEE Magazine on Intelligent Systems, Vol. 22(4), 2007
 
 M. Vlachos, K-L. Wu, S-K.Chen and P.S. Yu:
"Correlating Burst Events on Streaming Stock Market Data",
Data Mining and Knowledge Discovery Journal, 2007
 
 M. Vlachos, P.S. Yu, V. Castelli, C. Meek:
"Structural Periodic Measures for Time-Series Data",
Data Mining and Knowledge Discovery Journal, 12(1), pp: 1-28, 2006
 
 M. Vlachos, M. Hadjieleftheriou, E. Keogh, D. Gunopulos:
"Indexing Multi-Dimensional Time-Series",
The VLDB Journal, Volume 15, Number 1, pp. 1-20, 2006
 
 M. Vlachos, G. Kollios, D. Gunopulos:
"Elastic Translation Invariant Matching of Trajectories",
Machine Learning Journal, 58(2-3), pp. 301-334, 2005
 
 M. Vlachos:
"Indexing and Similarity Search",
Encyclopedia of Database Systems, Springer-Verlag, Editors: L. Liu and T. Ozsu, 2008
 
 M. Vlachos:
"Similarity Measures",
 Encyclopedia of Machine Learning, Springer-Verlag, NY, ISBN-10: 0387307680, 2007
 
 M. Vlachos:
"Dimensionality Reduction",
Encyclopedia of Machine Learning, Springer-Verlag, NY, ISBN-10: 0387307680, 2007
 
 J. Lin, M. Vlachos, D. Gunopulos, E. Keogh:
"Multi-Resolution Time Series Clustering and Application to Images",
Multimedia Data Mining and Knowledge Discovery, Eds. Valery Al Petrushin and Latifur Khan., Springer, 2006
 
 C.A. Ratanamahatana, J. Lin, D. Gunopulos, E. Keogh, M. Vlachos, G. Das
"Mining Time Series Data",
Data Mining and Knowledge Discovery Handbook: A Complete Guide for Practitioners and Researchers, Kluwer Academic Publishers, Editors: O. Maimon and Rokach
 
 M. Vlachos, M. Hadjieleftheriou, E. Keogh, D. Gunopulos:
"Indexing Multi-Dimensional Trajectories for Similarity Queries",
Spatial Databases: Technologies, Techniques and Trends, Idea Group Publishing, 2005
Editors: Y. Manolopoulos, A. Papadopoulos, M. Vassilakopoulos
 
 M. Vlachos, D. Gunopulos, G. Das:
"Indexing Time-Series under conditions of Noise",
Data Mining in Time Series Databases, World Scientific Publishing, 2004
Editors: A. Kamel, H. Bunke, M. Last

 

Tutorials

  "Hands-On Time Series Analysis with Matlab", with Spiros Papadimitriou,
International Conference of Data-Mining(ICDM), Hong-Kong, 2006
 
M. Vlachos:
"A Practical Time Series Tutorial with Matlab",
9th European Conference of Practices in Knowledge and Data Discovery (PKDD), Porto, Portugal, 2005
 


Other

M. Vlachos:
"Similarity Measures and Indexing Schemes for Trajectory Data",
UC, Riverside, July 2001, M.Sc. Thesis
Supervisor: Dr. Dimitrios Gunopulos
 
M. Vlachos:
"Luminance and Geometry Corrections of Infrared Reflectogram Mosaics",
Aristotle University of Thessaloniki, 1999, Diploma Thesis
Supervisor: Dr. Ioannis Pitas