Archived Publications (Latest: https://linqs.github.io/linqs-website/publications/)

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2008
P. Sen and Getoor, L., Cost-Sensitive Learning with Conditional Markov Networks, Data Mining and Knowledge Discovery, Special Issue on Utility Based Data Mining, vol. 17, pp. 136–163, 2008.PDF icon draft.pdf (424.09 KB)
M. Bilgic and Getoor, L., Effective Label Acquisition for Collective Classification, in ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2008, pp. 43–51.PDF icon bilgic-kdd08.pdf (758.14 KB)
P. Sen, Deshpande, A., and Getoor, L., Exploiting Shared Correlations in Probabilistic Databases, in International Conference on Very Large Data Bases, 2008.PDF icon sen-vldb08.pdf (232.29 KB)
B. Saha and Getoor, L., Group Proximity Measure for Recommending Groups in Online Social Networks, in 2nd ACM SIGKDD Workshop on Social Network Mining and Analysis (SNA-KDD), 2008.PDF icon kddw-saha.pdf (311.36 KB)
H. Kang, Getoor, L., Shneiderman, B., Bilgic, M., and Licamele, L., Interactive Entity Resolution in Relational Data: A Visual Analytic Tool and Its Evaluation, IEEE Transactions on Visualization and Computer Graphics, vol. 14, pp. 999–1014, 2008.PDF icon kang-tvcg08.pdf (3.63 MB)
M. Smith, Barash, V., Getoor, L., and Lauw, H., Leveraging Social Context for Searching Social Media, in CIKM Workshop on Search in Social Media, 2008.
T. Elsayed, Oard, D., Namata, G. Mark, and Getoor, L., Personal Name Resolution in Email: A Heuristic Approach. University of Maryland, College Park, 2008.PDF icon LAMP_150.pdf (397.61 KB)
E. Zheleva and Getoor, L., Preserving the Privacy of Sensitive Relationships in Graph Data, in Proceedings of the First SIGKDD International Workshop on Privacy, Security, and Trust in KDD (PinKDD 2007), 2008, vol. 4890, pp. 153-171.
T. Dietterich, Domingos, P., Getoor, L., Muggleton, S., and Tadepalli, P., Structured machine learning: the next ten years, Machine Learning, vol. 73, pp. 3–23, 2008.
E. Zheleva, Kolcz, A., and Getoor, L., Trusting Spam Reporters: A Reporter-based Reputation System for Email Filtering, ACM Transactions on Information Systems, vol. 27, 2008.PDF icon zheleva-tois08.pdf (447.31 KB)
E. Zheleva, Getoor, L., Golbeck, J., and Kuter, U., Using Friendship Ties and Family Circles for Link Prediction, in 2nd ACM SIGKDD Workshop on Social Network Mining and Analysis (SNA-KDD), 2008.PDF icon zheleva-snakdd08.pdf (656.31 KB)
2007
H. Kang, Getoor, L., and Singh, L., C-GROUP: A Visual Analytic Tool for Pairwise Analysis of Dynamic Group Membership, in Visual Analytics Science and Technology (VAST), 2007.PDF icon vast07-kang.pdf (663.26 KB)
R. Islamaj, Getoor, L., and W. Wilbur, J., Characterizing RNA secondary-structure features and their effects on splice-site prediction, in IEEE ICDM Workshop on Mining and Management of Biological Data, 2007.
I. Bhattacharya and Getoor, L., Collective Entity Resolution In Relational Data, ACM Transactions on Knowledge Discovery from Data, vol. 1, pp. 1-36, 2007.PDF icon bhattacharya-tkdd.pdf (346.13 KB)
M. Bilgic, Namata, G. Mark, and Getoor, L., Combining Collective Classification and Link Prediction, in Workshop on Mining Graphs and Complex Structures at the IEEE International Conference on Data Mining (ICDM-2007), 2007.PDF icon mgcs07.pdf (105.13 KB)
O. Udrea and Getoor, L., Combining statistical and logical inference for ontology alignment, in Workshop on Semantic Web for Collaborative Knowledge Acquisition at the International Joint Conference on Artificial Intelligence, 2007.
G. Mark Namata, Staats, B., Getoor, L., and Shneiderman, B., A Dual-View Approach to Interactive Network Visualization, in ACM Conference on Information and Knowledge Management, 2007.PDF icon cikm0671-namata.pdf (376.54 KB)
R. Islamaj, Getoor, L., W. Wilbur, J., and Mount, S., Features generated for computational splice-site prediction correspond to functional elements, BMC Bioinformatics, vol. 8, 2007.
H. Kang, Sehgal, V., and Getoor, L., GeoDDupe: A Novel Interface for Interactive Entity Resolution in Geospatial Data, in International Conference on Information Visualization, 2007.PDF icon kangiv07.pdf (1.34 MB)
D. Koller, Friedman, N., Getoor, L., and Taskar, B., Graphical Models in a Nutshell, 1st ed., vol. 1. MIT Press, 2007, p. 13--55.PDF icon koller-book07.pdf (513.11 KB)
D. Koller, Friedman, N., Getoor, L., and Taskar, B., Graphical Models in a Nutshell, 1st ed., vol. 1. MIT Press, 2007, p. 13--55.PDF icon koller-book07.pdf (513.11 KB)
O. Udrea, Getoor, L., and Miller, R., HOMER: Ontology Alignment Visualization and Analysis. 2007.PDF icon getoor-homer07.pdf (125.38 KB)
O. Udrea, Miller, R., and Getoor, L., HOMER: Ontology visualization and analysis, in Demo Presentation at International Semantic Web Conference (ISWC), 2007.PDF icon homer.pdf (125.38 KB)
L. Singh and Getoor, L., Increasing the predictive power of affiliation networks., IEEE Data Engineering Bulletin, vol. 30, 2007.PDF icon singh.pdf (87.94 KB)
L. Getoor and Taskar, B., Introduction to Statistical Relational Learning. The MIT Press, 2007.
O. Udrea, Getoor, L., and Miller, R., Leveraging Data and Structure in Ontology Integration, in Proceedings of ACM-SIGMOD 2007 International Conference on Management, 2007, pp. 449–460.PDF icon p449.pdf (509.48 KB)
P. Sen and Getoor, L., Link-based Classification. University of Maryland, 2007.PDF icon senum-tr07.pdf (511.11 KB)
I. Bhattacharya and Getoor, L., Online Collective Entity Resolution, in The 22nd National Conference on Artificial Intelligence (NECTAR Track), 2007.PDF icon nectar07.pdf (395.24 KB)
E. Zheleva and Getoor, L., Preserving the Privacy of Sensitive Relationships in Graph Data, in First ACM SIGKDD Workshop on Privacy, Security, and Trust in KDD (PinKDD 2007), 2007.PDF icon zheleva-pinkdd07.pdf (373.86 KB)
E. Hung, Getoor, L., and Subrahmanian, V. S., Probabilistic Interval XML, ACM Transactions on Computational Logic (TOCL), 2007.
L. Getoor, Friedman, N., Koller, D., Pfeffer, A., and Taskar, B., Probabilistic Relational Models, 1st ed., vol. 1. MIT Press, 2007, p. 129--174.PDF icon getoor-book07.pdf (648.15 KB)
L. Getoor, Friedman, N., Koller, D., Pfeffer, A., and Taskar, B., Probabilistic Relational Models, 1st ed., vol. 1. MIT Press, 2007, p. 129--174.PDF icon getoor-book07.pdf (648.15 KB)
I. Bhattacharya and Getoor, L., Query-time Entity Resolution, Journal of Artificial Intelligence Research (JAIR), vol. 30, pp. 621–657, 2007.PDF icon bhattacharya07a.pdf (309.63 KB)
C. Diehl, Namata, G. Mark, and Getoor, L., Relationship Identification for Social Network Discovery, in AAAI '07: Proceedings of the 22nd National Conference on Artificial Intelligence, 2007.PDF icon diehl-aaai07.pdf (139.6 KB)
P. Sen, Deshpande, A., and Getoor, L., Representing Tuple and Attribute Uncertainty in Probabilistic Databases, in Workshop on Data Mining of Uncertain Data (ICDM), 2007.PDF icon dune07.pdf (176.67 KB)
R. Islamaj, Getoor, L., W. Wilbur, J., and Mount, S., SplicePort - An interactive splice-site analysis tool, Nucleic Acids Research, 2007.PDF icon dogan-nar.pdf (1.34 MB)
M. Bilgic and Getoor, L., VOILA: Efficient Feature-value Acquisition for Classification, in AAAI '07: Proceedings of the 22nd National Conference on Artificial Intelligence, 2007.PDF icon bilgic-aaai07.pdf (220.47 KB)
H. Kang, Getoor, L., and Singh, L., Visual Analysis of Dynamic Group Membership in Temporal Social Networks, SIGKDD Explorations, Special Issue on Visual Analytics, vol. 9, pp. 13-21, 2007.PDF icon 2_kang-CGROUP_1207.pdf (1.48 MB)
L. Singh, Beard, M., Getoor, L., and M. Blake, B., Visual mining of multi-modal social networks at different abstraction levelsx, in 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.PDF icon singh2007IV.pdf (809.15 KB)
2006
I. Bhattacharya and Getoor, L., Collective Entity Resolution in Relational Data, Data Engineering Bulletin, vol. 29, 2006.
P. Sen and Getoor, L., Cost-Sensitive Learning with Conditional Markov Networks, in SIAM Data Mining Workshop on Link Analysis, Counterterrorism and Security, 2006.PDF icon sensiam_lacs06.pdf (137.37 KB)
P. Sen and Getoor, L., Cost-Sensitive Learning with Conditional Markov Networks, in International Conference on Machine Learning, 2006.PDF icon senicml06.pdf (118.33 KB)
M. Bilgic, Licamele, L., Getoor, L., and Shneiderman, B., D-Dupe: An Interactive Tool for Entity Resolution in Social Networks, in Visual Analytics Science and Technology (VAST), Baltimore, 2006.
P. Sen and Getoor, L., Empirical Comparison of Approximate Inference Algorithms for Networked Data, in ICML Workshop on Statistical Relational Learning (SRL), 2006.PDF icon sensrl06.pdf (225.32 KB)
V. Sehgal, Getoor, L., and Viechnicki, P., Entity Resolution in Geospatial Data Integration, in ACM GIS, 2006.
I. Bhattacharya and Getoor, L., Entity Resolution in Social Networks, in International Sunbelt Social Network Conference (Sunbelt XXVI), 2006.
I. Bhattacharya and Getoor, L., Entity Resolutions in Graphs, 1st ed., vol. 1. Wiley, 2006, p. 311--344.PDF icon bhattacharya-book06.pdf (482.5 KB)
B. Zhao, Sen, P., and Getoor, L., Event Classification and Relationship Labeling in Affiliation Networks, in ICML Workshop on Statistical Network Analysis (SNA), 2006.PDF icon zhaosna06.pdf (360.25 KB)
R. Islamaj, Getoor, L., and W. Wilbur, J., Feature Generation Algorithm: an Application to Splice Site Prediction, in Knowledge Discovery in Databases: PKDD 2006, Berlin, Germany, 2006, vol. 4213, pp. 553-560.PDF icon rezarta-pkdd.pdf (163.92 KB)
R. Islamaj, Getoor, L., and W. Wilbur, J., A Feature Generation Algorithm for Sequences with Application to Splice Site Prediction, in International Workshop on Feature Selection for Data Mining (FSDM), Bethesda, Maryland, 2006.

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