David J. Hill - Publications and Manuscripts

Journal Papers and Book Chapters:

Hill, D.J. & Minsker, B.S. (2009). Anomaly detection in streaming environmental sensor data: A data-driven modeling approach. Environmental Modelling and Software, 25(9), 1014-1022. doi:10.1016/j.envsoft.2009.08.010.
Hill, D.J., Minsker, B.S., & Amir, E. (2009). Real-time Bayesian anomaly detection in streaming environmental data. Water Resources Research, 45, W00D28, doi:10.1029/2008WR006956.
Hill, D.J., Valocchi, A.J., Minsker, B.S., Babovic, V., & Keijzer, M. (2007). Upscaling models of solute transport in porous media through genetic programming. Journal of hydroinformatics, 9(4), 251–266.
Hill, D.J., Liu, Y., Marini, L., Kooper, R., Rodriguez, A., Minsker, B.S., Myers, J., McLaren, T. A virtual sensor system for creating real-time customized environmental data products. (Under Review).
Sastry, K., O’Reilly, U.–M., Goldberg, D.E., & Hill, D.J. (2003). Building-block supply in genetic programming. In R. Riolo, & B. Worzel (Eds.), Genetic programming in theory and practice (pp. 137–152). Boston: Kluwer Academic Publishers

Conference Proceedings:

Choi, J., Hill, D.J., and Amir, E., (2010). Lifted Inference for Relational Continuous Models. In Proceedings of the he 26th Conference on Uncertainty in Artificial Intelligence (UAI), 2010.
Liu, Y. , Hill, D.J., Myers, J. and Minsker, B.S. (2010). Integrated Real Time Geospatial Sensor Web and Visual Analytics for Environmental Decision Support, In Proceedings of the American Society of Civil Engineers (ASCE) Environmental & Water Resources Institute (EWRI) World Water & Environmental Resources Congress 2010, Providence, RI, May 17 &ndash 21, 2010.
Hill, D.J., Minsker, B., Amir, E., Choi, J. (2009). Real-time anomaly detection in precipitation sensors. In Proceedings of the 8th International Conference on Hydroinformatics, Concepción, Chile, January 12 &ndash 16, 2009.
Hill, D.J., Minsker, B., Schmidt, A. (2009). Predicting CSOs for Real Time Decision Support. In Proceedings of the American Society of Civil Engineers (ASCE) Environmental & Water Resources Institute (EWRI) World Water & Environmental Resources Congress 2009, Kansas City, MO, May 17 &ndash 21, 2009.
Liu, Y., Hill, D., Marini, L., Kooper, R., Rodriguez, A., Myers, J. (2009) Web 2.0 geospatial visual analytics for improved urban flooding situational awareness and assessment. In Proceedings of the 17th ACM SIGSPATIAL International Conference, Seattle, WA, November 4 &ndash 6, 2009
Liu, Y., Hill, D., Minsker, B. (2009). Opportunities for Integration of Multi-Model Data for the Water Sciences Community, In Proceedings of the Microsoft eScience Workshop 2009, Oct.15 &ndash 16, 2009. Pittsburgh, PA, USA
Liu, Y., Hill, D., Rodriguez, A., Marini, L., Kooper, R., Myers, J., Wu, X., Minsker, B. (2009) A new framework for on-demand virtualization, repurposing and fusion of heterogeneous sensors. In Proceedings of the 2009 International Symposium on Collaborative Technologies and Systems (CTS), Baltimore, MD, May 10 &ndash 18. IEEE. pp.54&ndash63. doi:http://doi.ieeecomputersociety.org/10.1109/CTS.2009.5067462
Hill, D.J., Minsker, B.S., Amir, E., Choi, J. (2008). Real time detection of anomalies in streaming radar and rain gauge data. Eos Trans. AGU, 89(53), Fall Meet. Suppl., Abstract H23E-1021. (abstract only)
Hill, D.J., Minsker, B., Liu, Y., Myers, J. (2008). End-to-end cyberinfrastructure for real-time environmental decision support. In Proceedings of the 4th IEEE International Conference on eScience, Indianapolis, IN, December 10 &ndash 12, 2008.
Liu, Y., Hill, D.J., Abdelzaher, T., Heo, J., Choi, J., Minsker, B., Fazio, D. (2008). Virtual sensor–powered spatiotemporal aggregation and transformation: A case study analyzing near-real-time NEXRAD and precipitation gauge data in a digital watershed. In Proceedings of the Environmental Information Management Conference 2008 (EIM-2008), Albuquerque, NM, September 10 &ndash 11, 2008.
Liu, Y, Hill, D.J., Marini, L., Kooper, R., Rodriguez, A., Myers, J.D. (2008). Virtual Sensors in a Web 2.0 Digital Watershed. Eos Trans. AGU, 89(53), Fall Meet. Suppl., Abstract IN31B-1140. (abstract only)
Liu, Y., Hill, D., Rodriquez, A., Marini, L., Kooper, R., Futrelle, J., Minsker, B., Myers, J. (2008). Near–real time spatiotemporal precipitation virtual sensor creation based on NEXRAD Level II Data in a semantically-enhanced digital watershed. In Proceedings of the 16th ACM SIGSPATIAL International Conference, Irvine, CA, November 5 &ndash 7, 2008.
Minsker, B.S., Hill, D.J., Liu, Y., Marini, L., Kooper, R., Rodriguez, A., Myers, J. (2008). Toward the virtualization of environmental sensors: Customizing and re-purposing data streams for real-time applications. Eos Trans. AGU, 89(53), Fall Meet. Suppl., Abstract H51H-0960. (abstract only)
Hill, D.J., Minsker, B.S., Amir, E., (2007). Real-time Bayesian anomaly detection in streaming environmental data. In EOS: Transactions of the AGU, 88(52), Fall Meeting Supplement, Abstract H13A-0979. (abstract only) (see the poster)
Hill, D.J., Minsker, B.S., Amir, E., (2007). Real-time Bayesian anomaly detection for environmental sensor data. In Proceedings of the 32^nd Congress of IAHR, International Association of Hydraulic Engineering and Research, Venice, Italy.
Liu, Y., Minsker, B., Hill, D. (2007). Cyberinfrastructure technologies to support QA/QC and event-driven analysis of distributed sensing data. In Proceedings of the International Workshop on Advances in Hydroinformatics, Niagara Falls.
Hill, D.J., Minsker, B.S. (2006). Bayesian filtering approaches for detecting anomalies in environmental sensor data. EOS: Transactions of the AGU, 87(47), Fall Meeting Supplement, Abstract H11F-1334. (abstract only) (see the poster)
Hill, D.J., Minsker, B.S. (2006). Automated fault detection for in-situ environmental sensors. In Proceedings of the 7^th International Conference on Hydroinformatics, Nice, France.
Hill, D.J., Minsker, B.S. (2006). Automated fault detection: Preparing real-time data for adaptive management. In Proceedings of the American Water Resource Association (AWRA) Summer Specialty Conference on Adaptive Management, Missoula, MT.
Hill, D.J., Valocchi, A.J., Minsker, B.S., Babovic, V., Keijzer, M. (2004). A data-driven approach for upscaling solute transport models. EOS: Transactions of the AGU, 85(47), Fall Meeting Supplement, Abstract SF11A-06. (abstract only)
Hill, D.J., Valocchi, A.J., Hudson, R.J. (2001). An explicit 3-dimensional model for reactive transport of nitrogen in tile drained fields. EOS: Transactions of the AGU, 82(47), Fall Meeting Supplement, Abstract H25A-0374. (abstract only)

Theses:

Farzan, F. (2011). Integration of embedded and remote sensed temperature for daily temperature mapping. MS Thesis, Rutgers, The State University of New Jersey.
Hill, D.J. (2007). Data mining approaches to complex environmental problems. Ph.D. Dissertation, University of Illinois at Urbana–Champaign.
Hill, D.J. (2002). Modeling nitrogen transport and transformation in a heterogeneous, three-dimensional, tile-drained aquifer. M.S. Thesis, University of Illinois at Urbana–Champaign.