Publications

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In Press
AlBoni, M., and M. Gerber, "Area-Specific Crime Prediction Models", The 2016 IEEE International Conference Machine Learning and Applications, California, USA, IEEE, In Press.  Download: Area-Specific Crime Prediction Models.pdf (947.49 KB)
AlBoni, M., and M. Gerber, "Automatic Optimization of Localized Kernel Density Estimation For Hotspot Policing", The 2016 IEEE International Conference Machine Learning and Applications, California, USA, IEEE, In Press.  Download: LKDE - Paper.pdf (914.86 KB)
[xiong2016sensus] Xiong, H., Y. Huang, L. Barnes, and M. Gerber, "Sensus: A Cross-Platform, General-Purpose System for Mobile Crowdsensing in Human-Subject Studies", ACM International Joint Conference on Pervasive and Ubiquitous Computing, Heidelberg, Germany, ACM, In Press.
2016
[alboni2016predicting] AlBoni, M., and M. Gerber, "Predicting Crime with Routine Activity Patterns Inferred from Social Media", The 2016 International Conference on Systems, Man, and Cybernetics, Budapest, Hungary, IEEE, 2016.  Download: Crime Prediction using Social Media a Routine Activity Approach.pdf (552.79 KB); Presentation.pdf (1.52 MB)
2015
[alboni2015model] AlBoni, M., K. Q. Zhou, H. Wang, and M. Gerber, "Model Adaptation for Personalized Opinion Analysis", The 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing, Beijing, China, Association for Computational Linguistics, 07/2015.
[gerber2015forecasting] Gerber, M., and J. Scanlon, "Forecasting Violent Extremist Cyber-Recruitment", IEEE Transactions on Information Forensics and Security, vol. 10, issue 11, pp. 2461-2470, 2015.
[kruger2015identifying] Kruger, C., and M. Gerber, "Identifying Correlates of Homicide Rates in Michoacan, Mexico", Social Computing, Behavioral-Cultural Modeling, and Prediction: Springer, 2015.
[abelt2015predicting] Abelt, J., D. Browning, C. Dyer, M. Haines, J. Ross, P. Still, and M. Gerber, "Predicting Likelihood of Enrollment Among Applicants to the UVa Undergraduate Program", 2015 IEEE Systems and Information Engineering Design Symposium, 2015.
[wang2015using] Wang, M., and M. Gerber, "Using Twitter for Next-Place Prediction, with an Application to Crime Prediction", IEEE Symposium Series on Computational Intelligence, Cape Town, South Africa, 2015.
2014
[scanlon2014automatic] Scanlon, J., and M. Gerber, "Automatic Detection of Cyber-Recruitment by Violent Extremists", Security Informatics, vol. 3, issue 1, pp. 1-10, 12/2014.
[hergenroeder2014automated] Hergenroeder, K., T. Carroll, A. Chen, C. Iurillo, P. Kim, Z. Terner, M. Gerber, and D. Brown, "Automated prediction of adverse post-surgical outcomes", Systems and Information Engineering Design Symposium (SIEDS), 2014: IEEE, 2014.
[menon2014automatic] Menon, A., F. Farmer, T. Whalen, B. Hua, K. Najib, and M. Gerber, "Automatic identification of alcohol-related promotions on Twitter and prediction of promotion spread", Systems and Information Engineering Design Symposium (SIEDS), 2014: IEEE, 2014.
[gerber2014predicting] Gerber, M., "Predicting Crime using Twitter and Kernel Density Estimation", Decision Support Systems (Elsevier), vol. 61, pp. 115-125, 2014.  Download: manuscript_gerber.pdf (440.22 KB)
2013
[gerber2013automatic] Gerber, M., and L. Tang, "Automatic Quality Control of Transportation Reports using Statistical Language Processing", IEEE Transactions on Intelligent Transportation Systems, vol. 14, issue 4, pp. 1681-1689, 12/2013.
[vedomske2013scalable] Vedomske, M., M. Gerber, D. Brown, and J. Harrison, "Scalable and Locally Applicable Measures of Treatment Variation that Use Hospital Billing Data", 12th International Conference on Machine Learning and Appli- cations (ICMLA): IEEE Press, 12/2013.
[bernica2013analysis] Bernica, T. W., V. E. Guarino, A. J. Han, L. F. Hennet, M. A. Mitchell, M. Gerber, and D. Brown, "Analysis and Prediction of Insurgent Influence for US Military Strategy", 2013 IEEE Systems and Information Engineering Design Symposium: IEEE, 2013.  Download: final.pdf (437.07 KB)
[huddleston2013geographic] Huddleston, S., M. Gerber, and D. Brown, "Geographic Profiling of Criminal Groups for Military Cordon and Search", Social Computing, Behavioral-Cultural Modeling and Prediction, Charlottesville, VA, Springer-Verlag Berlin, Heidelberg, 2013.  Download: 10.1007-978-3-642-37210-0_55.pdf (990.04 KB)
2012
[wang2012automatic] Wang, X., M. Gerber, and D. Brown, "Automatic Crime Prediction Using Events Extracted from Twitter Posts", Social Computing, Behavioral - Cultural Modeling and Prediction, vol. 7227: Springer Berlin / Heidelberg, pp. 231-238, 2012.  Download: sbp2012_wgb.pdf (437.42 KB)
[gerber2012automatic] Gerber, M., D. Brown, and J. Harrison, "Automatic Formalization of Clinical Practice Guidelines", Proceedings of the AAAI Fall Symposium on Information Retrieval and Knowledge Discovery in Biomedical Text, 2012.  Download: irkd_gerber.pdf (184.59 KB); irkd_gerber.pptx (408.71 KB)
[fox2012investigating] Fox, J., S. Huddleston, M. Gerber, and D. Brown, "Investigating a Bayesian Hierarchical Framework for Feature-Space Modeling of Criminal Site-Selection Problems", Proceedings of the 23rd Midwest Artificial Intelligence and Cognitive Science Conference, pp. 185--192, 2012.
[wang2012aspatio] Wang, X., D. Brown, and M. Gerber, "Spatio-Temporal Modeling of Criminal Incidents Using Geographic, Demographic, and Twitter-derived Information", International Conference on Intelligence and Security Informatics: IEEE Press, 2012.  Download: ISI2012_WBG.pdf (886.96 KB)
2007
[zhang2007michigan] Zhang, C., M. Gerber, T. Baldwin, S. Emelander, J. Chai, and R. Jin, "Michigan State University at the 2007 TREC ciQA Task", Proceedings of the Sixteenth Text Retrieval Conference, Gaithersburg, Maryland, November, 2007.