
LINQS
STATISTICAL RELATIONAL LEARNING GROUP @ UMD
LINQS publications
Publications in 2013
The 2013 International Conference on Social Computing, Behavioral-Cultural Modeling, & Prediction (SBP 2013) - 2013
CVPR Workshop on Structured Prediction: Tractability, Learning and Inference - 2013
Proceedings of the 30th International Conference on Machine Learning (ICML-13) - 2013
ICML Workshop on Structured Learning (SLG) - 2013
Technical Report , University of Maryland College Park - 2013
Note: http://arxiv.org/abs/1302.5348
Note: http://arxiv.org/abs/1302.5348
ACM SIGMOD Conference - 2013
Uncertainty in Artificial Intelligence - 2013
ICML Workshop on Machine Learning with Test-Time Budgets - 2013
The 2013 International Conference on Social Computing, Behavioral-Cultural Modeling, & Prediction (SBP 2013) - 2013
ICML Workshop on Structured Learning (SLG) - 2013
Inferning: ICML Workshop on Interactions between Inference and Learning - 2013
Technical Report , University of Maryland College Park - 2013
Note: http://arxiv.org/abs/1303.1733
Note: http://arxiv.org/abs/1303.1733
Publications in 2012
NIPS Workshop on Probabilistic Programming: Foundations and Applications - 2012
International Conference on Data Engineering (ICDE) - 2012
IEEE ACM International Conference on Advances in Social Networks Analysis and Mining - 2012
Note: URL: http://www.cs.umd.edu/~getoor/Tutorials/ER_ASONAM2012.pdf
Note: URL: http://www.cs.umd.edu/~getoor/Tutorials/ER_ASONAM2012.pdf
International Conference on Very Large Data Bases - 2012
Note: Slides: http://www.cs.umd.edu/~getoor/Tutorials/ER_VLDB2012.pdf
Note: Slides: http://www.cs.umd.edu/~getoor/Tutorials/ER_VLDB2012.pdf
AAAI Conference on Artificial Intelligence - 2012
Note: URL: http://www.cs.umd.edu/projects/linqs/Tutorials/ER-AAAI12/Home.html
Note: URL: http://www.cs.umd.edu/projects/linqs/Tutorials/ER-AAAI12/Home.html
Human Journal - 2012
Note: Best Paper Award in ASE Conference 2012
Note: Best Paper Award in ASE Conference 2012
Proceedings of the International Workshop on Uncertainty Reasoning for the Semantic Web (URSW) - 2012
NIPS Workshop on Algorithmic and Statistical Approaches for Large Social Networks - 2012
NIPS Workshop on Big Learning - 2012
ACM SIGMOD Conference - 2012
NIPS Workshop on Spectral Learning - 2012
Morgan & Claypool Publishers - 2012
International Workshop on Statistical Relational Artificial Intelligence (StaRAI 2012) - 2012
Workshop on Mining and Learning with Graphs - 2012
Scaling MPE Inference for Constrained Continuous Markov Random Fields with Consensus Optimization
[Bibtex]
Advances in Neural Information Processing Systems (NIPS), page 2663--2671 - 2012
NIPS 2012 Workshop - Social Network and Social Media Analysis: Methods, Models, and Applications - 2012
Stability vs. Diversity: Understanding the Dynamics of Actors in Time-varying Affiliation Networks
[Bibtex]
ASE International Conference on Social Informatics - 2012
IEEE Transactions on Knowledge and Data Engineering - 2012
Misc - dec 2012
Publications in 2011
A method for the detection of meaningful and reproducible group signatures from gene expression profiles.
[Bibtex]
Journal of Bioinformatics and Computational Biology - 2011
Fourth ACM International Conference on Web Search and Data Mining (WSDM) - 2011
Workshop on Person Oriented Vision - 2011
The 22nd International Joint Conference on Artificial Intelligence (IJCAI '11) - 2011
ACM SIGKDD International Conference on Knowledge Discovery and Data Mining - 2011
ICDE Workshop on Graph Data Management: Techniques and Applications - 2011
Differential Adaptive Diffusion: Understanding Diversity and Learning whom to Trust in Viral Marketing
[Bibtex]
The Fifth International AAAI Conference on Weblogs and Social Media - 2011
IEEE Transactions on Pattern Analysis and Machine Intelligence , Volume 33, Number 11, page 2174-2187 - 2011
Misc - 2011
Note: Tutorial webpage: http://www.cs.umd.edu/projects/linqs/Tutorials/SDM11/Home.html
Note: Tutorial webpage: http://www.cs.umd.edu/projects/linqs/Tutorials/SDM11/Home.html
IEEE Conference on Visual Analytics Science and Technology (VAST) - 2011
Improving Classifier Performance by Autonomously Collecting Background Knowledge from the Web
[Bibtex]
Tenth International Conference on Machine Learning and Applications - 2011
WSDM Workshop on User Modeling for Web Applications - 2011
Misc - 2011
Note: Arxiv preprint arXiv:1107.4966v2
Note: Arxiv preprint arXiv:1107.4966v2
International Sunbelt Social Networks Conference (Sunbelt XXXI) - 2011
PhD thesis from University of Maryland College Park - July 2011
Social Network Data Analytics, Springer, page 247--276 - March 2011
Proceedings of the 28th International Conference on Machine Learning - 2011
ICML Workshop on Combining Learning Strategies to Reduce Label Cost - 2011
Journal of Advances in Social Networks Analysis and Mining, Volume 1, Number 2, page 115--126 - April 2011
Collaboration, Electronic Messaging, Anti-Abuse and Spam Conference - 2011
Note: Winner of a Best Paper award
Note: Winner of a Best Paper award
Value of Information Lattice: Exploiting Probabilistic Independence for Effective Feature Subset Acquisition
[Bibtex]
Journal of Artificial Intelligence Research (JAIR), Volume 41, page 69--95 - 2011
Publications in 2010
Link Mining: Models, Algorithms, and Applications, Springer - 2010
Twenty-Fourth Conference on Artificial Intelligence (AAAI NECTAR Track), page 1652--1655 - 2010
Proceedings of the 27th International Conference on Machine Learning (ICML-10) - 2010
NIPS Workshop on Networks Across Disciplines in Theory and Applications - 2010
The International Sunbelt Social Networks Conference XXX - 2010
The 2nd Workshop on Information in Networks (WIN) - 2010
NIPS Workshop on Coarse-to-Fine Processing - 2010
Encyclopedia of Machine Learning - 2010
Computing marginal distributions over continuous Markov networks for statistical relational learning
[Bibtex]
Advances in Neural Information Processing Systems (NIPS) - 2010
NIPS Workshop on Predictive Models in Personalized Medicine - 2010
Exploiting Statistical & Relational Information on the Web and in Social Media: Applications, Techniques, and New Frontiers
[Bibtex]
Misc - 2010
Note: URL: http://www.cs.umd.edu/projects/linqs/Tutorials/SRL-Web-AAAI10/Home.html
Note: URL: http://www.cs.umd.edu/projects/linqs/Tutorials/SRL-Web-AAAI10/Home.html
Encyclopedia of Machine Learning - 2010
ACM SIGKDD International Conference on Knowledge Discovery and Data Mining - 2010
NIPS Workshop on Networks Across Disciplines: Theory and Applications - 2010
BMC Bioinformatics - 2010
PhD thesis from University of Maryland - College Park - August 2010
European Conference on Machine Learning (ECML) - 2010
Encyclopedia of Machine Learning - 2010
IEEE Transactions on Knowledge and Data Engineering - 2010
Conference on Uncertainty in Artificial Intelligence - 2010
International Conference on Very Large Data Bases - 2010
19th International World Wide Web Conference (WWW) - 2010
Publications in 2009
Seventh International Workshop on Mining and Learning with Graphs - 2009
Uncertainty in Artificial Intelligence - 2009
NIPS Workshop on Analyzing Networks and Learning with Graphs - 2009
15th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD) - June 2009
Text Mining: Classification, Clustering, and Applications, Taylor and Francis Group - 2009
Common effect of antipsychotics on the biosynthesis and regulation of fatty acids and cholesterol supports a key role of lipid homeostasis in schizophrenia.
[Bibtex]
Schizophrenia Research - 2009
International Conference on Weblogs and Social Media - May 2009
NIPS Workshop on Adaptive Sensing, Active Learning and Experimental Design: Theory, Methods and Applications - 2009
2009 SIAM International Conference on Data Mining (SDM09) - April 2009
Managing and Mining Uncertain Data, Springer - 2009
1st ACM SIGKDD Workshop on Knowledge Discovery from Uncertain Data - 2009
International Conference on Very Large Data Bases - 2009
NIPS Workshop on Analyzing Networks and Learning with Graphs - 2009
2009 SIAM International Conference on Data Mining (SDM09) - April 2009
TextGraphs-4: Graph-based Methods for Natural Language Processing - August 2009
VLDB Journal, special issue on uncertain and probabilistic databases - 2009
International Workshop on Statistical Relational Learning (SRL'09) - 2009
ACM Transactions on Knowledge Discovery from Data, Volume 3, Number 4, page 1--32 - November 2009
PhD thesis from University of Maryland, College Park - 2009
Supervised and Unsupervised Methods in Employing Discourse Relations for Improving Opinion Polarity Classification
[Bibtex]
Conference on Empirical Methods in Natural Language Processing - August 2009
International Conference on Advances in Social Networks Analysis and Mining - July 2009
To Join or not to Join: The Illusion of Privacy in Social Networks with Mixed Public and Private User Profiles
[Bibtex]
18th International World Wide Web conference (WWW) - April 2009
Note: Earlier version appears as CS-TR-4926.
Note: Earlier version appears as CS-TR-4926.
Publications in 2008
AI Magazine, Volume 29, Number 3, page 93--106 - 2008
Collective Relational Clustering in Constrained Clustering: Advances in Algorithms, Theory, and Applications
[Bibtex]
Chapman and Hall, page 223-243 - 2008
Data Mining and Knowledge Discovery, Special Issue on Utility Based Data Mining, Volume 17, Number 2, page 136--163 - October 2008
ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, page 43--51 - 2008
Note: Winner of the KDD'08 Best Student Paper Award.
Note: Winner of the KDD'08 Best Student Paper Award.
International Conference on Very Large Data Bases - 2008
2nd ACM SIGKDD Workshop on Social Network Mining and Analysis (SNA-KDD) - 2008
Interactive Entity Resolution in Relational Data: A Visual Analytic Tool and Its Evaluation
[Bibtex]
IEEE Transactions on Visualization and Computer Graphics, Volume 14, Number 5, page 999--1014 - 2008
CIKM Workshop on Search in Social Media - 2008
Technical Report LAMP-TR150, University of Maryland, College Park, Number LAMP-TR150 - March 2008
Proceedings of the First SIGKDD International Workshop on Privacy, Security, and Trust in KDD (PinKDD 2007), Volume 4890, page 153-171 - March 2008
Note: This is an extended version of the original workshop paper.
Note: This is an extended version of the original workshop paper.
46th Annual Meeting of the Association of Computational Linguistics, page 265--268 - June 2008
Machine Learning, Volume 73, Number 1, page 3--23 - 2008
Note: Full version is available at http://dx.doi.org/10.1007/s10994-008-5079-1
Note: Full version is available at http://dx.doi.org/10.1007/s10994-008-5079-1
To Join or not to Join: The Illusion of Privacy in Social Networks with Mixed Public and Private User Profiles
[Bibtex]
Technical Report CS-TR-4926, University of Maryland, Number CS-TR-4926 - 2008
Note: An earlier version appears as CS-TR-4922, July 2008
Note: An earlier version appears as CS-TR-4922, July 2008
ACM Transactions on Information Systems, Volume 27, Number 1 - December 2008
Note: Full version in ACM library
Note: Full version in ACM library
2nd ACM SIGKDD Workshop on Social Network Mining and Analysis (SNA-KDD) - 2008
Publications in 2007
ACM Conference on Information and Knowledge Management - 2007
Computational Methods of Feature Selection, Chapman and Hall/CRC Press - 2007
4th International Workshop on Data Management for Sensor Networks - 2007
Visual Analytics Science and Technology (VAST) - 2007
Characterizing RNA secondary-structure features and their effects on splice-site prediction
[Bibtex]
IEEE ICDM Workshop on Mining and Management of Biological Data - 2007
ACM Transactions on Knowledge Discovery from Data, Volume 1, Number 1, page 1-36 - March 2007
Workshop on Mining Graphs and Complex Structures at the IEEE International Conference on Data Mining (ICDM-2007) - 2007
Workshop on Semantic Web for Collaborative Knowledge Acquisition at the International Joint Conference on Artificial Intelligence - 2007
Features generated for computational splice-site prediction correspond to functional elements
[Bibtex]
BMC Bioinformatics, Volume 8, Number 410 - October 2007
Note: Electronic version is available at http://www.biomedcentral.com/1471-2105/8/410
Note: Electronic version is available at http://www.biomedcentral.com/1471-2105/8/410
International Conference on Information Visualization - 2007
An Introduction to Statistical Relational Learning, MIT Press - 2007
Demo Presentation at International Semantic Web Conference (ISWC) - 2007
IEEE Data Engineering Bulletin, Volume 30, Number 2 - jul 2007
The MIT Press - 2007
Proceedings of ACM-SIGMOD 2007 International Conference on Management, page 449--460 - 2007
Technical Report CS-TR-4858, University of Maryland, Number CS-TR-4858 - February 2007
The 22nd National Conference on Artificial Intelligence (NECTAR Track) - 2007
First ACM SIGKDD Workshop on Privacy, Security, and Trust in KDD (PinKDD 2007) - 2007
Note: An extended version of this paper can be found at http://linqs.cs.umd.edu/basilic/web/Publications/2008/zheleva:kdd07-lncs/
Note: An extended version of this paper can be found at http://linqs.cs.umd.edu/basilic/web/Publications/2008/zheleva:kdd07-lncs/
ACM Transactions on Computational Logic (TOCL) - 2007
An Introduction to Statistical Relational Learning, MIT Press - 2007
Journal of Artificial Intelligence Research (JAIR), Volume 30, page 621--657 - Dec 2007
AAAI '07: Proceedings of the 22nd National Conference on Artificial Intelligence - July 2007
International Conference on Data Engineering - 2007
Workshop on Data Mining of Uncertain Data (ICDM) - 2007
Nucleic Acids Research - 2007
SIGKDD Explorations, Special Issue on Visual Analytics, Volume 9, Number 2, page 13-21 - dec 2007
L. Singh, M. Beard, L. Getoor, M. Blake. Visual mining of multi-modal social networks at different abstraction levels. IEEE Conference on Information Visualization - Symposium of Visual Data Mining (IV-VDM) - 2007
AAAI '07: Proceedings of the 22nd National Conference on Artificial Intelligence - July 2007
Publications in 2006
International Workshop on Feature Selection for Data Mining (FSDM) - April 2006
SIAM Conference on Data Mining (SDM) - April 2006
Note: Winner of the Best Paper Award.
Note: Winner of the Best Paper Award.
Data Engineering Bulletin, Volume 29, Number 1 - march 2006
PhD thesis from University of Maryland, College Park - Dec 2006
Data Engineering Bulletin, Volume 29, Number 2 - june 2006
SIAM Data Mining Workshop on Link Analysis, Counterterrorism and Security - 2006
International Conference on Machine Learning - 2006
Visual Analytics Science and Technology (VAST) - October 2006
ICML Workshop on Statistical Relational Learning (SRL) - 2006
ACM GIS - 2006
International Sunbelt Social Network Conference (Sunbelt XXVI) - 2006
Mining Graph Data, Wiley - 2006
ICML Workshop on Statistical Network Analysis (SNA) - 2006
Knowledge Discovery in Databases: PKDD 2006, Volume 4213, page 553-560 - September 2006
ICML Workshop on Statistical Network Analysis - 2006
12th International Conference on Knowledge Discovery and Data Mining - 2006
SIAM Conference on Data Mining (SDM) - 2006
ICML Workshop on Statistical Network Analysis - 2006
Machine Learning Journal, Volume 62, Number 1-2 - feb 2006
ACM SIGKDD International Conference on Knowledge Discovery and Data Mining - August 2006
ICML Workshop on Statistical Relational Learning (SRL) - 2006
IEEE International Conference on Data Mining (ICDM) - December 2006
Publications in 2005
16th European Conference on Machine Learning (ECML) - 2005
ACM SIGKDD Workshop on Link Analysis and Group Detection (LinkKDD) - 2005
International Symposium on Graph Drawing, Volume 3843, page 505--507 - September 2005
SigKDD Explorations Special Issue on Link Mining, Volume 7, Number 2 - december 2005
Advanced Methods for Knowledge Discovery from Complex Data, Springer-Verlag - 2005
IEEE International Conference on Data Mining (ICDM), page 773-776 - 2005
ACM SIGKDD Workshop on Multi Relational Data Mining (MRDM) - 2005
Publications in 2004
ACM SIGKDD Workshop on Link Analysis and Group Detection (LinkKDD) - 2004
ACM SIGMOD Workshop on Research Issues in Data Mining and Knowledge Discovery (DMKD) - 2004
AI in Medicine Journal, Volume 30, page 233-256 - 2004
Annual Meeting of the Association for Computational Linguistics (ACL) - July 2004
In Proceedings of ACM-SIGMOD 2004 International Conference on Management of Data - 2004
Publications in 2003
SIGKDD Explorations, volume, Volume 5, Number 1, page 85- -89 - 2003
Proceedings of the International Conference on Machine Learning (ICML) - 2003
ICML Workshop on "The Continuum from Labeled to Unlabeled Data in Machine Learning and Data Mining - 2003
IJCAI Workshop on "Text Mining and Link Analysis" - 2003
Proceedings of the International Conference on Database Theory - 2003
Proceedings of the IEEE International Conference on Data Engineering - 2003
Data Engineering Bulletin, Volume 26, Number 3, page 11- -18 - 2003
Publications in 2002
Journal of Machine Learning Research, Volume 3, page 679- -707 - 2002
Electronic Transactions on Artificial Intelligence, Volume 6, Number section B - 2002
Publications in 2001
Proceedings of International Conference on Machine Learning (ICML) - 2001
Relational Data Mining, Springer-Verlag - 2001
PhD thesis from Stanford - 2001
Multi-Relational Data Mining Workshop - 2001
IJCAI Workshop on Text Learning: Beyond Supervision - 2001
Proceedings of ACM-SIGMOD 2001 International Conference on Management of Data - 2001
Publications in 2000
Proceedings of the ICML Workshop on Attribute-Value and Relational Learning: Crossing the Boundaries - 2000
Proceedings of the AAAI Workshop on Learning Statistical Models from Relational Data - 2000
Symposium on Abstraction, Reformulation and Approximation - 2000
Publications in 1999
Uncertainty99 - 1999
International Joint Conference on Articial Intelligence - 1999
Working Notes of the KDD Workshop on Web Usage Analysis and User Profiling - 1999
Publications in 1998
Using Classication Techniques for Utility Elicitation: A Comparison between StandardGamble and Visual Analog Scale Methods
[Bibtex]
Twentieth Anniversary Meeting of the Society for Medical Decision Making - 1998
Uncertainty in Articial Intelligence - 1998
Proceedings of the AAAI Spring Symposium Series on Interactive and Mixed Initiative Decision-Theoretic Systems - 1998
Publications in 1997
Proceedings of the Fourteenth national Conference on Artificial Intelligence - 1997
Working notes AAAI Workshop on Online Search - 1997
Publications in 1995
Proceedings of the International Joint Conference on Articial Intelligence - 1995
Proceedings of the AAAI Spring Symposium on Integrated Planning Applications - 1995
Publications in 1994
Proceedings of the AAAI Fall Symposium on Planning and Learning: On to Real Applications - 1994
Proceedings of the Workshop on Theory Reformulation and Abstraction - 1994