Book:

• C. Domeniconi, M. I. Jordan, "Discorsi sulle Reti Neurali e l'Apprendimento", Book (in Italian) on Neural Networks and Learning, Franco Angeli Editore, 2001.
  Table of Contents: table-of-contents.doc
  Content description (in Italian)

Recent Technical Reports:

• C. Domeniconi and M. Al-Razgan, "Weighted Cluster Ensembles: Methods and Analysis"
  Technical Report ISE-TR-07-06, December 2007. WCE.pdf

• B. Yan and C. Domeniconi, "Kernel Optimization using Pairwise Constraints for Semi-supervised Clustering",
  Technical Report ISE-TR-06-09, September 2006. KernOpt.pdf

• N. Kang, C. Domeniconi, and D. Barbara, "Categorization of Unlabeled Documents driven by Word Weighting",
  Technical Report ISE-TR-06-06, May 2006. WordWeighting.pdf

• C. Domeniconi, D. Gunopulos, S. Ma, D. Papadopoulos, and B. Yan, "Locally Adaptive Metrics for Clustering High Dimensional Data",
  Technical Report ISE-TR-06-04, April 2006. lac.pdf

• D. Barbara, C. Domeniconi, and J. P. Rogers, "Detecting Outliers Using Transduction and Statistical Significance Testing",
  Technical Report ISE-TR-06-01, January 2006. stroud.pdf

Book Chapters (Peer-rewieved):

• M. Al-Razgan and C. Domeniconi, "Clustering Ensembles with Active Constraints", Oleg Okun and Giorgio Valentini, Editors. Springer, 2009 (to appear).

• B. Yan and C. Domeniconi, "Learning Kernels for Semi-supervised Clustering", in Encyclopedia of Data warehousing and Mining , edited by John Wang. Information Science Reference, (Second Edition) August 2008.

• C. Domeniconi and M. Al-Razgan, "Techniques for Weighted Clustering Ensembles", in Encyclopedia of Data warehousing and Mining , edited by John Wang. Information Science Reference, (Second Edition) August 2008.

• C. Domeniconi, "Learning Distance Measures", Entry in Encyclopedia of Database Systems , Ling Liu and M. Tamer Ozsu, Editors. Springer, 2008. web site

• M. Al-Razgan, C. Domeniconi, and D. Barbara, "Random Subspace Ensembles for Clustering Categorical Data", in Supervised and Unsupervised Ensemble Methods and their Applications , Series: Studies in Computational Intelligence, Vol. 126, Oleg Okun and Giorgio Valentini, Editors. Springer, April 2008. web site

• L. AlSumait and C. Domeniconi, "Text Clustering with Local Semantic Kernels", in Survey of Text Mining: Clustering, Classification, and Retrieval , Second Edition, Michael W. Berry and Malu Castellanos, Editors. Springer, January 2008.

• C. Domeniconi and D. Gunopulos, "Local Feature Selection for Classification", in Computational Methods of Feature Selection , edited by Huan Liu and Hiroshi Motoda. Chapman and Hall/CRC Press, 2007.

• C. Domeniconi and D. Gunopulos, "Locally Adaptive Techniques for Pattern Classification", in Encyclopedia of Data warehousing and Mining , edited by John Wang. Idea Group Inc., July 2005.

• C. Domeniconi, D. Barbara, H. Chaudhary, A. Al-Timini, C. Jamison, "Data Mining Techniques for Microarray Data Analysis", in New Generation of Data Mining Applications , edited by M. M. Kantardzic and J. Zurada. A Wiley-IEEE Press Publication, January 2005.

Journal Papers:

• C. Domeniconi and M. Al-Razgan "Weighted Cluster Ensembles: Methods and Analysis", ACM Transactions on Knowledge Discovery from Data, 2(4), January 2009. PDF

• P. Wang, C. Domeniconi, and J. Hu, "Cross-domain Text Classification using Wikipedia", The IEEE Intelligent Informatics Bulletin, 9(1), pp. 5-17, November 2008 (Invited). PDF

• M. Halkidi, D. Gunopulos, M. Vazirgiannis, N. Kumar, and C. Domeniconi, "A Clustering Framework based on Subjective and Objective Validity Criteria", ACM Transactions on Knowledge Discovery from Data, 1(4), January 2008. PDF

• C. Domeniconi, D. Gunopulos, S. Ma, B. Yan, M. Al-Razgan, and D. Papadopoulos, "Locally Adaptive Metrics for Clustering High Dimensional Data", Data Mining and Knowledge Discovery Journal, 14, pp. 63-97, Springer, 2007. lac.pdf [Published on line January 26, 2007.]

• C. Domeniconi, D. Gunopulos, and J. Peng, "Large Margin Nearest Neighbor Classifiers", IEEE Transactions on Neural Networks,, 16(4), pp. 899-909, July 2005. lamanna.pdf

• P. Zhang, J. Peng, C. Domeniconi, "Kernel Pooled Local Subspaces for Classification", IEEE Transactions on Systems, Man and Cybernetics, Part B: Cybernetics. Special Issue on Learning in Computer Vision and Pattern Recognition, 35(3), pp.489-502, June 2005. kpools.pdf

• D. Gunopulos, G. Kollios, V. Tsotras, C. Domeniconi, "Selectivity Estimators for Multi-Dimensional Range Queries over Real Attributes", VLDB Journal, 14(2), pp. 137-154, April 2005. genhist.pdf

• C. Domeniconi, D. Gunopulos, "An Efficient Density-Based Approach for Data Mining Tasks", Knowledge and Information Systems, 6(6), pp. 750-770, November 2004. adaband.pdf

• C. Domeniconi, J. Peng, D. Gunopulos, "Locally Adaptive Metric Nearest Neighbor Classification", IEEE Transactions on Pattern Analysis and Machine Intelligence , 24(9), pp. 1281-1285, September 2002. adamenn.pdf

Refereed Conference and Workshop Papers:

• P. Wang and C. Domeniconi
  "Towards a Universal Text Classifier: Transfer Learning using Encyclopedic Knowledge",
  in Proceedings of the First International Workshop on Transfer Mining, held in conjunction with the IEEE International Conference on Data Mining,
  Miami, Florida, December 6-9, 2009. PDF

• F. Gullo, C. Domeniconi, and A. Tagarelli
  "Projective Clustering Ensembles",
  in Proceedings of the IEEE International Conference on Data Mining,
  Miami, Florida, December 6-9, 2009. PDF

• P. Wang, C. Domeniconi, and K. B. Laskey
  "Latent Dirichlet Bayesian Co-Clustering",
  in Proceedings of the European Conference on Machine Learning and Principles and Practise of Knowledge Discovery in Databases,
  Bled, Slovenia, September 7-11, 2009. PDF

• L. AlSumait, D. Barbara, J. Gentle, and C. Domeniconi
  "Topic Significance Ranking of LDA Generative Models",
  in Proceedings of the European Conference on Machine Learning and Principles and Practise of Knowledge Discovery in Databases,
  Bled, Slovenia, September 7-11, 2009. PDF

• L. AlSumait, D. Barbara, and C. Domeniconi
  "The role of semantic history on online generative topic modeling",
  in Proceedings of the Workshop on Text Mining,
  held in conjunction with the SIAM International Conference on Data Mining
  John Ascuaga's Nugget, Sparks, Nevada, May 2, 2009. PDF

• P. Wang, C. Domeniconi, and J. Hu
  "Using Wikipedia for Co-clustering Based Cross-domain Text Classifcation",
  in Proceedings of the IEEE International Conference on Data Mining,
  Pisa, Italy, December 15-19, 2008. co-wiki.pdf

• L. AlSumait, D. Barbara, and C. Domeniconi
  "On-line LDA: Adaptive Topic Models for Mining Text Streams with Applications to Topic Detection and Tracking",
  in Proceedings of the IEEE International Conference on Data Mining,
  Pisa, Italy, December 15-19, 2008. onlineLDA.pdf

• D. Barbara, C. Domeniconi, Zoran Duric, Maurizio Filippone, Richard Mansfield, and Edgar Lawson
  "Detecting Suspicious Behavior in Surveillance Images",
  in Proceedings of the First International Workshop on Video Mining, held in conjunction with the IEEE International Conference on Data Mining,
  Pisa, Italy, December 19, 2008. imageanomaly.pdf

• P. Wang and C. Domeniconi
  "Building Semantic Kernels for Text Classification using Wikipedia",
  in Proceedings of the 14th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining,
  Las Vegas, NE, August 24-27, 2008. wiki.pdf

• C. Domeniconi and M. Al-Razgan
  "Penta-Training: Clustering Ensembles with Bootstrapping of Constraints",
  in Proceedings of the Workshop on Supervised and Unsupervised Ensemble Methods and their Applications,
  held in conjunction with the 18th European Conference on Artificial Intelligence
  University of Patras, Patras, Greece, July 21-22, 2008. penta-training.pdf

• M. Al-Razgan, C. Domeniconi, and D. Barbara
  "Clustering Ensembles for Categorical Data",
  in Proceedings of the Workshop on Supervised and Unsupervised Ensemble Methods and their Applications,
  held in conjunction with the Third Iberian Conference on Pattern Recognition and Image Analysis
  Girona, Spain, June 4, 2007. EnsCat.pdf

• L. AlSumait and C. Domeniconi
  "Local Semantic Kernels for Text Document Clustering",
  in Proceedings of the Workshop on Text Mining,
  held in conjunction with the Seventh SIAM International Conference on Data Mining
  Minneapolis, Minnesota, April 28, 2007. SemLAC.pdf

• A. Brodsky, C. Domeniconi, and D. Etter
  "Regression Databases: Probabilistic Querying using Sparse Learning Sets",
  in Proceedings of the Fifth International Conference on Machine Learning and Applications,
  Orlando, Florida, December 14-16, 2006. REDB.pdf

• B. Yan and C. Domeniconi
  "Exploration of Different Constraints and Query Methods with Kernel-based Semi-supervised Clustering",
  in Proceedings of the IEEE International Conference on Systems, Man, and Cybernetics,
  Taipei, Taiwan, October 8-11, 2006. kkmeans.pdf

• B. Yan and C. Domeniconi
  "An Adaptive Kernel Method for Semi-supervised Clustering",
  in Proceedings of the 17th European Conference on Machine Learning,
  Berlin, Germany, September 18-22, 2006. ak.pdf

• B. Yan and C. Domeniconi
  "Subspace Metric Ensembles for Semi-supervised Clustering of High Dimensional Data",
  in Proceedings of the 17th European Conference on Machine Learning,
  Berlin, Germany, September 18-22, 2006. sl.pdf

• D. Barbara, C. Domeniconi, and J. P. Rogers
  "Detecting Outliers using Transduction and Statistical Testing",
  in Proceedings of the Twelfth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining,
  Philadelphia, PA, August 20-23, 2006. strOUD.pdf

• M. Al-Razgan and C. Domeniconi
  "Weighted Clustering Ensembles",
  in Proceedings of the SIAM International Conference on Data Mining , Bethesda, Maryland, April 20-22, 2006. WBPA.pdf

• M. Halkidi, D. Gunopulos, N. Kumar, M. Vazirgiannis, C. Domeniconi
  "A Framework for Semi-Supervised Learning based on Subjective and Objective Clustering Criteria",
  in Proceedings of the Fifth IEEE International Conference on Data Mining , Houston, Texas, November 27-30, 2005.

• N. Kang, C. Domeniconi, D. Barbara, "Categorization and Keyword Identification of Unlabeled Documents",
  in Proceedings of the Fifth IEEE International Conference on Data Mining , Houston, Texas, November 27-30, 2005. keywords.pdf

• S. Raman and C. Domeniconi, "Gene Expression Analysis of HIV-1 Linked p24-specific CD4+ T-Cell Responses for Identifying Genetic Markers",
  in Proceedings of the International Workshop on Feature Selection for Data Mining: Interfacing Machine Learning with Statistics. In conjnction with SIAM International Conference on Data Mining , Newport Beach, California, April 21-23, 2005. fsdm05.pdf

• C. Domeniconi and B. Yan, "On Error Correlation and Accuracy of Nearest Neighbor Ensemble Classifiers", in Proceedings of the SIAM International Conference on Data Mining , Newport Beach, California, April 21-23, 2005. sdm05.pdf

• H. Chai and C. Domeniconi, "An Evaluation of Gene Selection Methods for Multi-class Microarray Data Classification", in Proceedings of the Second European Workshop on Data Mining and Text Mining for Bioinformatics (in conjunction with ECML/PKDD), Pisa, Italy, September 24, 2004. GeneSelection.pdf

• C. Domeniconi and B. Yan, "Nearest Neighbor Ensemble", in Proceedings of the 17th International Conference on Pattern Recognition, Cambridge, UK, August 23-26, 2004. NNensemble.pdf

• C. Domeniconi, D. Papadopoulos, D. Gunopulos, S. Ma, "Subspace Clustering of High Dimensonal Data", in Proceedings of the SIAM International Conference on Data Mining , Lake Buena Vista, Florida, April 22-24, 2004. LAC.pdf
  (This work has been presented also at the Hellenic Data Management Symposium , Athens, Greece, August 25-26, 2005. HDMS )

• D. Barbara, C. Domeniconi, N. Kang, "Classifying Documents Without Labels", in Proceedings of the SIAM International Conference on Data Mining , Lake Buena Vista, Florida, April 22-24, 2004. Extended Version

• D. Barbara, C. Domeniconi, N. Kang, "Mining Relevant Text from Unlabelled Documents", in Proceedings of the Third IEEE International Conference on Data Mining , Melbourne, Florida, November 19-22, 2003. docmine.pdf

• P. Zhang, J. Peng, C. Domeniconi, "Dimensionality Reduction Using Kernel Pooled Local Discriminant Information", in Proceedings of the Third IEEE International Conference on Data Mining , Melbourne, Florida, November 19-22, 2003. KPooLS-extended.pdf

• P. Zhang, J. Peng, C. Domeniconi, "Kernel Pooled Local Subspaces for Classification", in Proceedings of the IEEE Workshop on Learning in Computer Vision and Pattern Recognition (in conjunction with CVPR), June 22, 2003, Madison, Wisconsin. KPooLS

• D. Papadopoulos, C. Domeniconi, D. Gunopulos, S. Ma, "Clustering Gene Expression Data in SQL Using Locally Adaptive Metrics", in Proceedings of the 8th ACM SIGMOD Workshop on Research Issues in Data Mining and Knowledge Discovery, June 13, 2003, San Diego, California. sql-lac

• C. Domeniconi, C. S. Perng, R. Vilalta, S. Ma, "A Classification Approach for Prediction of Target Events in Temporal Sequences", in Proceedings of the 6th European Conference on Principles and Practice of Knowledge Discovery in Databases (PKDD) , 2002 pkdd02.ps

• M. Vlachos, C. Domeniconi, D. Gunopulos, G. Kollios, N. Koudas, "Non-Linear Dimensionality Reduction Techniques for Classification and Visualization", in Proceedings of the 8th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining , 2002 kdd02.ps

• C. Domeniconi, D. Gunopulos, "Efficient Local Flexible Nearest Neighbor Classification", in Proceedings of the Second SIAM Intl. Conference on Data Mining , 2002. sdm02.ps.gz

• C. Domeniconi, D. Gunopulos, "Adaptive Nearest Neighbor Classification using Support Vector Machines", Advances in Neural Information Processing Systems 14 , MIT Press (NIPS-2001). nips01.ps.gz

• C. Domeniconi, D. Gunopulos, "Incremental Support Vector Machine Construction", in Proceedings of the First IEEE International Conference on Data Mining (ICDM), 2001. icdm01.ps extended version

• C. Domeniconi, D. Gunopulos, "An Efficient Approach for Approximating Multi-dimensional Range Queries and Nearest Neighbor Classification in Large Datasets", in Proceedings of the Eighteenth International Conference on Machine Learning , 2001. icml01.ps

• C. Domeniconi, J. Peng, D. Gunopulos, "An Adaptive Metric Machine for Pattern Classification", Advances in Neural Information Processing Systems 13 , MIT Press, 2001 (NIPS-2000). nips00.ps

• C. Domeniconi, J. Peng, D. Gunopulos, "Adaptive Metric Nearest Neighbor Classification", in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition , June 13-15, 2000, Hilton Head Island, South Carolina. cvpr00.ps.gz

• D. Gunopulos, G. Kollios, V. Tsotras, C. Domeniconi, "Approximating Multi-Dimensional Aggregate Range Queries Over Real Attributes", in Proceedings of the 19th ACM-SIGMOD Intl. Conference on Management of Data , 2000, Dallas. sigmod00.ps

• C. Domeniconi, S. Tari, P. Liang, "Direct Gray Scale Ridge Reconstruction in Fingerprint Images", in Proceedings of IEEE International Conference on Acoustics, Speech, and Signal Processing , May 12-15, 1998, Seattle, Washington. icassp98.ps.gz

• C. Domeniconi, "Proposal of a Darwin-Neural Network for a Robot Implementation", in Proceedings of the 8th Italian Workshop on Neural Nets , Vietri sul Mare, Salerno, Italy, 23-25 May 1996. wirn.doc

Other Workshop Papers:

• D. Gunopulos, G. Kollios, V. Tsotras, C. Domeniconi, "Using kernels to approximate multi-dimensional aggregate range queries over real attributes", presented at the Workshop on New Perspectives in Kernel-Based Learning Methods, NIPS 2000. [abstract] [poster]

• G. Reni, S. Cavenaghi, C. M. Mambretti, U. Pozzoli, C. Domeniconi, "Neural network analysis of the Touwen's neurological protocol", in Proceedings of the 3rd European Conference on Engineering and Medicine , Florence, Italy, April 30th - May 3rd, 1995.

Other Technical Reports:

• C. Domeniconi, J. Peng, D. Gunopulos, "Locally Adaptive Metric Nearest Neighbor Classification", Technical Report UCR-CSE-00-02, August 10, 2000. [ps] [pdf]
• C. Domeniconi, D. Gunopulos, G. Kollios, V. Tsotras, "Using kernels to approximate multi-dimensional aggregate range queries over real attributes", Technical Report UCR-CSE-00-04, November 22, 2000. [ps] [pdf]
• C.Domeniconi, D. Gunopulos, "Adaptive Nearest Neighbor Classification using Support Vector Machines", Technical Report UCR-CSE-01-04, June 4, 2001. [ps] [pdf]