Vladan Radosavljevic - Publications by Topic

Publications - by Topic

I. BIOMEDICAL INFORMATICS

Biomedical Informatics: Journal Articles

  • Radosavljevic*, V., Ristovski*, K., Obradovic, Z. (2013) "A Data-Driven Acute Inflammation Therapy," BMC Medical Genomics 6 (Suppl 3):S7 *-authors contributed equally

Biomedical Informatics: Fully Refereed Conference Articles

  • Ghalwash, M., Radosavljevic, V, and Obradovic, Z. (2013)"Extraction of Interpretable Multivariate Patterns for Early Diagnostic," Proc. 2013 IEEE International Conference on Data Mining (ICDM), Dallas, TX, Dec. 2013.
  • Ristovski*, K., Radosavljevic*, V., Obradovic, Z. (2013) "Prediction of Patient's Response to An Acute Inflammation Treatment by Mixture of Experts," Proc. 10th Int’l Meeting on Computational Intelligence Methods for Bioinformatics and Biostatistics (CIBB), Nice, France, June 2013. *-authors contributed equally
  • Ghalwash, M., Radosavljevic, V., Obradovic, Z., (2013) "Early Diagnosis and Its Benefits in Sepsis Blood Purification Treatment," Proc. 2013 IEEE International Conference on Healthcare Informatics, International Workshop on Data Mining for Healthcare (DMH), Philadelphia 2013
  • Radosavljevic*, V., Ristovski*, K., Obradovic, Z. (2013) "Gaussian Conditional Random Fields for Modeling Patient's Response in Acute Inflammation Treatment,"Int’l Conf. Machine Leaning 2013 workshop on Machine Learning for System Identification (ICML Workshop), Atlanta, GA. *-authors contributed equally
  • Radosavljevic*, V., Ristovski*, K., Obradovic, Z. (2012) "A Data Mining Approach for Optimization of Acute Inflammation Therapy," Proc. 2012 IEEE International Conference on Bioinformatics and Biomedicine (BIBM), Philadelphia, PA, Oct. 2012. *-authors contributed equally
  • Ristovski*, K., Radosavljevic*, V., Obradovic, Z. (2012) "Kernel-based Characterization of Dynamics in a Heterogeneous Population of Septic Patients Under Therapy," Int'l Conf. Machine Leaning 2012 workshop on Machine Learning for Clinical Data Analysis (ICML Workshop), Edinburgh, Scotland. *-authors contributed equally

II. DATA MINING

Spatial and Spatio-Temporal Data Mining: Journal Articles

  • Radosavljevic, V., Vucetic, S., Obradovic, Z. (2010) "A Data Mining Technique for Aerosol Retrieval Across Multiple Accuracy Measures," IEEE Geoscience and Remote Sensing Letters, vol. 7, no.2, pp. 411-415.

Spatial and Spatio-Temporal Data Mining: Fully Refereed Conference Articles

  • Jun, G., Ghosh, J., Radosavljevic, V., Obradovic, Z. (2010) "Predicting Ground-Based Aerosol Optical Depth with Satelite Immages via Gausian Processes," Proc. International Conference on Knowledge Discovery and Information Retrieval (KDIR), Valencia, Spain.
  • Radosavljevic, V., Obradovic, Z., Vucetic, S. (2010) "Continuous Conditional Random Fields for Regression in Remote Sensing," Proc. 19th European Conf. on Artificial Intelligence (ECAI), August, Lisbon, Portugal.
  • Radosavljevic, V., Vucetic, S., Obradovic, Z. (2009) "Reduction of Ground-Based Sensor Sites for Spatio-Temporal Analysis of Aerosols," Proc. 3rd International Workshop on Knowledge Discovery from Sensor Data at the 15th ACM SIGKDD Conf. Knowledge Discovery and Data Mining (ACM SIGKDD Workshop), Paris, France, June 2009.
  • Das, D., Radosavljevic, V., Vucetic, S., Obradovic, Z. (2008) "Reducing Need for Collocated Ground and Satellite based Observations in Statistical Aerosol Optical Depth Estimation," IEEE Int'l Geoscience and Remote Sensing Symposium (IGARSS), July, Boston, MA.
  • Radosavljevic, V., Vucetic, S., Obradovic, Z. (2008) "Spatio-Temporal Partitioning for Improving Aerosol Prediction Accuracy," Proc. Eight SIAM Int'l Conf. on Data Mining (SDM), April 24-26, 2008, Atlanta, GA, USA.
  • Zhuang, W., Radosavljevic, V., Han, B., Obradovic, Z., Vucetic, S. (2008) "Aerosol Optical Depth Prediction from Satellite Observations by Multiple Instance Regression," Proc. Eight SIAM Int'l Conf. on Data Mining (SDM), Atlanta, GA, USA.
  • Radosavljevic, V., Vucetic, S., Obradovic, Z. (2007) "Aerosol Optical Depth Retrieval by Neural Network Ensembles with Adaptive Cost Function," Proc. 10th Int'l Conf. Engineering Applications of Neural Networks," Thessaloniki, Greece, Aug. 2007, pp. 266-275.

Spatial and Spatio-Temporal Data Mining: Invited and Non-Refereed Articles

  • Obradovic, Z., Das, D., Radosavljevic, V., Ristovski, K., Vucetic, S. (2010) "Spatio-Temporal Characterization of Aerosols through Active Use of Data from Multiple Sensors," Proc. International Society for Photogrammetry and Remote Sensing (ISPRS) Technical Commission VII Symposium, Vienna, Austria, ISPRS International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences.

Other Data Mining Related Topics: Fully Refereed Conference Articles

  • Uversky, A., Ramljak, D., Radosavljevic, V., Ristovski, K., Obradovic, Z. (2013) "Which Links Should I Use? A Variogram Based Selection of Relationship Measures for Prediction of Node Attributes in Temporal Multigraphs," Proc. 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM), Niagara Falls, Canada, Aug. 2013.
  • Ristovski*, K., Radosavljevic*, V., Vucetic, S., Obradovic, Z. (2013) "Continuous Conditional Random Fields for Efficient Regression in Large Fully Connected Graphs," Twenty-Seventh AAAI Conference on Artificial Intelligence (AAAI), July 14-18, 2013, Bellevue, Washington, USA. *-authors contributed equally

III. KNOWLEDGE SYSTEMS

Other Journal Articles

  • Djuric, N., Radosavljevic, V., Coric, V., Vucetic, S. (2011) "Travel Speed Forecasting Using Continuous Conditional Random Fields," Transportation Research Record: Journal of the Transportation Research Board, Network Modeling 2011, pp. 131-139, 2011.

Other Fully Refereed Conference Articles

  • Claussen, H., Radosavljevic, V., Rosca, J. (2012) "Multi-dimensional Coherence Deblending of Simultaneous Sources," Proc. IEEE Intl Geoscience and Remote Sensing Symposium (IGARSS), Munich, Germany, July 2012.
  • Radosavljevic, V., Kojic, N., Cabarkapa, S., Zajic, G., Reljin, I., Reljin, B. (2006) "An Image Retrieval System with Users Relevance Feedback," In Proc. 7th Conf. WIAMIS-2006, pp.9-12, Seoul, South Korea, 19-21 April 2006.
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