Tags: learning

Active Projects

  1. Accelerated Cybersecurity

Refereed Publications

2017

  1. M. M. Rahman and T. Finin, "Deep Understanding of a Document's Structure", InProceedings, 4th IEEE/ACM International Conference on Big Data Computing, Applications and Technologies, December 2017, 298 downloads.
  2. A. Padia, "Cleaning Noisy Knowledge Graphs", InProceedings, Proceedings of the Doctoral Consortium at the 16th International Semantic Web Conference, October 2017, 163 downloads.
  3. K. Khanna and A. Joshi, "AI based approach to identify compromised meters in data integrity attacks on smart grid", Article, IET Generation, Transmission and Distribution, October 2017, 156 downloads.
  4. M. M. Rahman and T. Finin, "Understanding the Logical and Semantic Structure of Large Documents", Article, arXiv e-print, September 2017, 187 downloads.
  5. F. Ferraro, A. Poliak, R. Cotterell, and B. Van Durme, "Frame-Based Continuous Lexical Semantics through Exponential Family Tensor Factorization and Semantic Proto-Roles", InProceedings, Proceedings of the Sixth Joint Conference on Lexical and Computational Semantics (*SEM), August 2017, 53 downloads.
  6. J. Sleeman, "Dynamic Data Assimilation for Topic Modeling (DDATM)", PhdThesis, University of Maryland, Baltimore County, July 2017.
  7. S. Saha, K. P. Joshi, and A. Gupta, "A Deep Learning Approach to Understanding Cloud Service Level Agreements ", InProceedings, Fifth International IBM Cloud Academy Conference, May 2017, 502 downloads.
  8. M. M. Rahman, "Understanding the Logical and Semantic Structure of Large Documents", Proceedings, SDM 2016 Doctoral Forum, SIAM International Conference on Data Mining , April 2017, 133 downloads.

2016

  1. A. Padia, K. Kalpakis, and T. Finin, "Inferring Relations in Knowledge Graphs with Tensor Decompositions", InProceedings, IEEE International Conference on Big Data , December 2016, 603 downloads.
  2. A. L. Kashyap, L. Han, R. Yus, J. Sleeman, T. W. Satyapanich, S. R. Gandhi, and T. Finin, "Robust Semantic Text Similarity Using LSA, Machine Learning and Linguistic Resources", Article, Language Resources and Evaluation, March 2016, 972 downloads.
  3. F. Ferraro and B. Van Durme, "A Unified Bayesian Model of Scripts, Frames and Language.", InProceedings, Proceedings of the Thirtieth AAAI Conference on Artificial Intelligence, February 2016, 29 downloads.

2015

  1. W. Li, A. Joshi, and T. Finin, "SVM-CASE: An SVM-based Context Aware Security Framework for Vehicular Ad-hoc Networks", InProceedings, 82nd IEEE Vehicular Technology Conference, September 2015, 659 downloads.
  2. L. Zavala, P. K. Murukannaiah, N. Poosamani, T. Finin, A. Joshi, I. Rhee, and M. Singh, "Platys: From Position to Place- Oriented Mobile Computing", Article, AI Magazine, June 2015, 562 downloads.
  3. J. Sleeman, T. Finin, and A. Joshi, "Entity Type Recognition for Heterogeneous Semantic Graphs", Article, AI Magazine, March 2015, 705 downloads.

2014

  1. J. Sleeman and T. Finin, "Taming Wild Big Data", InProceedings, AAAI Fall Symposium on Natural Language Access to Big Data, November 2014, 669 downloads.
  2. V. Mulwad, T. Finin, and A. Joshi, "Interpreting Medical Tables as Linked Data to Generate Meta-Analysis Reports", InProceedings, Proceedings of the 15th IEEE International Conference on Information Reuse and Integration, August 2014, 595 downloads.
  3. V. Korolev and A. Joshi, "PROB: A tool for Tracking Provenance and Reproducibility of Big Data Experiments", InProceedings, Reproduce '14. HPCA 2014, March 2014, 899 downloads.

2013

  1. V. Korolev, M. A. Grasso, and A. Joshi, "On Use of Machine Learning Techniques and Genotypes for Prediction of Chronic Diseases", InProceedings, AMIA Annual Symposium, November 2013.
  2. J. Lee, K. Jung, B. Kim, Y. Peng, and H. Cho, "Semantic web-based supplier discovery system for building a long-term supply chain", Article, International Journal of Computer Integrated Manufacturing, November 2013.
  3. J. Sleeman and T. Finin, "Recognizing Entity Types in Heterogeneous Semantic Graphs", InProceedings, AAAI 2013 Fall Symposium on Semantics for Big Data, November 2013, 839 downloads.
  4. V. Mulwad, T. Finin, and A. Joshi, "Semantic Message Passing for Generating Linked Data from Tables", InProceedings, Proceedings of the 12th International Semantic Web Conference, October 2013, 1449 downloads.
  5. J. Sleeman and T. Finin, "Type Prediction for Efficient Coreference Resolution in Heterogeneous Semantic Graphs", InProceedings, Proceedings of the Seventh IEEE International Conference on Semantic Computing, September 2013, 631 downloads.
  6. J. Martineau, D. Cheng, and T. Finin, "TISA: Topic Independence Scoring Algorithm", InProceedings, Proceedings of the 9th Internastional Conference on Machine Learning and Data Mining, July 2013, 529 downloads.

2012

  1. M. A. Grasso, D. Dalvi, S. Das, V. Korolev, and Y. Yesha, "Genetic information for chronic desease prediction", InProceedings, Bioinformatics and Biomedicine Workshops (BIBMW), November 2012.
  2. J. Sleeman and T. Finin, "Cluster-based Instance Consolidation For Subsequent Matching", InProceedings, First International Workshop on Knowledge Extraction and Consolidation from Social Media, November 2012, 777 downloads.
  3. V. Mulwad, T. Finin, and A. Joshi, "A Domain Independent Framework for Extracting Linked Semantic Data from Tables", InCollection, Search Computing - Broadening Web Search, July 2012, 1113 downloads.
  4. A. Lahane, Y. Yesha, M. A. Grasso, A. Joshi, and e., "Detection of Unsafe Action from Laparoscopic Cholecystectomy Video", InProceedings, Proceedings of ACM SIGHIT International Health Informatics Symposium, January 2012, 1115 downloads.

2011

  1. J. Martineau, "Identifying and Isolating Text Classification Signals from Domain and Genre Noise for Sentiment Analysis", PhdThesis, University of Maryland, Baltimore County, December 2011, 1665 downloads.
  2. V. Mulwad, T. Finin, and A. Joshi, "Automatically Generating Government Linked Data from Tables", InCollection, Working notes of AAAI Fall Symposium on Open Government Knowledge: AI Opportunities and Challenges, November 2011, 2313 downloads.
  3. W. Li, A. Joshi, and T. Finin, "SAT: an SVM-based Automated Trust Management System for Mobile Ad-hoc Networks", InProceedings, Proceedings of the 2011 Military Communications Conference, November 2011, 1260 downloads.
  4. V. Mulwad, "DC Proposal: Graphical Models and Probabilistic Reasoning for Generating Linked Data from Tables", InProceedings, Proceedings of Tenth International Semantic Web Conference, Part II, October 2011, 1640 downloads.
  5. A. Iyengar, T. Finin, and A. Joshi, "Content-based prediction of temporal boundaries for events in Twitter", InProceedings, Proceedings of the Third IEEE International Conference on Social Computing, October 2011, 1338 downloads.
  6. M. desJardins, A. Ciavolino, R. Deloatch, and E. Feasley, "Playing to Program: Towards an Intelligent Programming Tutor for RUR-PLE", InProceedings, Proceedings of the Second Symposium on Educational Advances in Artificial Intelligence, August 2011, 1143 downloads.
  7. L. Zavala, R. Dharurkar, P. Jagtap, T. Finin, and A. Joshi, "Mobile, Collaborative, Context-Aware Systems", InProceedings, Proceedings of the AAAI Workshop on Activity Context Representation: Techniques and Languages , August 2011, 2069 downloads.
  8. N. Chinnam, "Group recognition in social networks", MastersThesis, University of Maryland, Baltimore County, June 2011, 2005 downloads.
  9. R. Dharurkar, "Context-Aware Middleware for Activity Recognition", MastersThesis, University of Maryland, Baltimore County, May 2011, 959 downloads.

2010

  1. J. Sleeman and T. Finin, "Learning Co-reference Relations for FOAF Instances", InProceedings, Proceedings of the Poster and Demonstration Session at the 9th International Semantic Web Conference, November 2010, 1905 downloads, 2 citations.
  2. J. Sleeman and T. Finin, "Computing FOAF Co-reference Relations with Rules and Machine Learning", InProceedings, Proceedings of the Third International Workshop on Social Data on the Web, November 2010, 2899 downloads, 6 citations.
  3. V. Mulwad, "T2LD - An automatic framework for extracting, interpreting and representing tables as Linked Data", MastersThesis, UMBC, August 2010, 2435 downloads.
  4. A. Karandikar, "Clustering short status messages: A topic model based approach", MastersThesis, University of Maryland, Baltimore County, July 2010, 8760 downloads.
  5. Z. Syed and T. Finin, "Unsupervised techniques for discovering ontology elements from Wikipedia article links", InProceedings, Proceedings of the First International Workshop on Formalisms and Methodology for Learning by Reading , June 2010, 2086 downloads.
  6. Z. Syed and E. Viegas, "A Hybrid Approach to Unsupervised Relation Discovery Based on Linguistic Analysis and Semantic Typing", InProceedings, Proceedings of the First International Workshop on Formalisms and Methodology for Learning by Reading , June 2010, 1352 downloads.
  7. Z. Syed, E. Viegas, and S. Parastatidis, "Automatic Discovery of Semantic Relations using MindNet", InProceedings, Proceedings of the Seventh International Conference on Language Resources and Evaluation, May 2010, 1843 downloads.
  8. J. Sleeman and T. Finin, "A Machine Learning Approach to Linking FOAF Instances", InProceedings, Proceedings of the AAAI Spring Symposium on Linked Data Meets Artificial Intelligence, January 2010, 2078 downloads, 5 citations.

2009

  1. J. Martineau, T. Finin, A. Joshi, and S. Patel, "Improving Binary Classification on Text Problems using Differential Word Features", InProceedings, Proceedings of the 18th ACM Conference on Information and Knowledge Management, November 2009, 3674 downloads, 4 citations.
  2. D. Chinavle, P. Kolari, T. Oates, and T. Finin, "Ensembles in Adversarial Classification for Spam", InProceedings, Proceedings of the 18th ACM Conference on Information and Knowledge Management, November 2009, 3065 downloads, 1 citation.
  3. P. McNamee, M. Dredze, A. Gerber, N. Garera, T. Finin, J. Mayfield, C. Piatko, D. Rao, D. Yarowsky, and M. Dreyer, "HLTCOE Approaches to Knowledge Base Population at TAC 2009", InProceedings, Proceedings of the 2009 Text Analysis Conference, November 2009, 925 downloads, 6 citations.
  4. J. Martineau and T. Finin, "Delta TFIDF: An Improved Feature Space for Sentiment Analysis", InProceedings, Proceedings of the Third AAAI Internatonal Conference on Weblogs and Social Media, May 2009, 5764 downloads, 5 citations.
  5. J. Mayfield and e., "Cross-Document Coreference Resolution: A Key Technology for Learning by Reading", InProceedings, Proceedings of the AAAI 2009 Spring Symposium on Learning by Reading and Learning to Read, March 2009, 2450 downloads, 6 citations.

2008

  1. L. Han and T. Finin, "Predicting Appropriate Semantic Web Terms from Words", InProceedings, Proceedings of the Twenty-Third AAAI Conference on Artificial Intelligence, July 2008, 1625 downloads.

2007

  1. P. Kolari, "Detecting Spam Blogs: An Adaptive Online Approach", PhdThesis, Ph.D. Dissertation, December 2007, 7081 downloads, 3 citations.
  2. P. Ordonez, P. A. Kodeswaran, V. Korolev, W. Li, O. Walavalkar, A. Joshi, T. Finin, Y. Yesha, and I. George, "A Ubiquitous Context-Aware Environment for Surgical Training", InProceedings, Proceedings of the 4th Annual International Conference on Mobile and Ubiquitous Systems, August 2007, 1875 downloads, 1 citation.
  3. J. Martineau, A. Java, P. Kolari, A. Joshi, T. Finin, and J. Mayfield, "BlogVox: Learning Sentiment Classifiers", InProceedings, Proceedings of the Twenty-Second AAAI Conference on Artificial Intelligence, July 2007, 1486 downloads, 2 citations.
  4. Y. Yu and Y. Peng, "Learning the Semantic Meaning of a Concept from the Web", InProceedings, Proceedings of the 20th Conference of the Canadian Society for Computational Studies of Intelligence, May 2007, 1624 downloads.
  5. S. Dornbush, J. English, T. Oates, Z. Segall, and A. Joshi, "XPod: A Human Activity Aware Learning Mobile Music Player", InProceedings, Proceedings of the Workshop on Ambient Intelligence, 20th International Joint Conference on Artificial Intelligence (IJCAI-2007), January 2007, 3533 downloads, 13 citations.

2006

  1. P. Kolari, A. Java, T. Finin, T. Oates, and A. Joshi, "Detecting Spam Blogs: A Machine Learning Approach", InProceedings, Proceedings of the 21st National Conference on Artificial Intelligence (AAAI 2006), July 2006, 10049 downloads, 75 citations.
  2. P. Kolari, A. Java, and T. Finin, "Characterizing the Splogosphere", InProceedings, Proceedings of the 3rd Annual Workshop on Weblogging Ecosystem: Aggregation, Analysis and Dynamics, 15th World Wid Web Conference, May 2006, 6573 downloads, 84 citations.
  3. P. Kolari, T. Finin, and A. Joshi, "SVMs for the Blogosphere: Blog Identification and Splog Detection", InProceedings, AAAI Spring Symposium on Computational Approaches to Analysing Weblogs, March 2006, 11738 downloads, 112 citations.

2005

  1. Y. Peng and Z. Ding, "Modifying Bayesian Networks by Probability Constraints", InProceedings, Proceedings of the 21st Conference on Uncertainty in Artificial Intelligence, July 2005, 2168 downloads, 18 citations.
  2. Z. Ding, Y. Peng, R. Pan, and Y. Yu, "A Bayesian Methodology towards Automatic Ontology Mapping", InProceedings, Proceedings of the AAAI-05 C&O Workshop on Contexts and Ontologies: Theory, Practice and Applications, July 2005, 4468 downloads, 20 citations.

2004

  1. V. Parekh and J. (. Gwo, "Mining Domain Specific Texts and Glossaries to Evaluate and Enrich Domain Ontologies", InProceedings, International Conference of Information and Knowledge Engineering, June 2004, 7401 downloads, 24 citations.

2003

  1. L. Ding, L. Zhou, and T. Finin, "Trust Based Knowledge Outsourcing for Semantic Web Agents", InProceedings, Proceedings of the 2003 IEEE/WIC International Conference on Web Intelligence, October 2003, 2923 downloads, 47 citations.
  2. X. Luan, Y. Peng, and T. Finin, "Learning in the Broker Agent", InBook, Innovative Concepts for Agent-Based Systems, January 2003, 760 downloads.

2000

  1. B. Grosof, "Knowledge-Based Electronic Markets", Proceedings, AAAI Press, August 2000, 2 citations.

1999

  1. S. Quirolgico and K. Canfield, "Communicating neural network knowledge between agents in a simulated aerial reconnaissance system", InProceedings, Proceedings of the First International Symposium on Agent Systems and Applications,, October 1999, 2130 downloads, 5 citations.

1989

  1. T. Finin and G. Morris, "Abductive reasoning in multiple fault diagnosis", Article, Artificial Intelligence Review, July 1989, 367 downloads.

Non-Refereed Publications

2015

  1. S. Nair, S. Mittal, and A. Joshi, "Using Data Analytics to Detect Anomalous States in Vehicles", TechReport, December 2015, 448 downloads.