Yuni

Yuni Xia

Assistant Professor
Department of Computer and Information Science
Indiana University - Purdue University Indianapolis
Indianapolis, IN 46202, U.S.A.


I am looking for PhD students in data mining and databases.
Please contact me with your resume if interested.


Contact    Bio    Research    Publications    Teaching    Services    Awards   Personal


Contact Information

Yuni Xia
Computer and Information Science Department
Indiana University - Purdue University Indianapolis
723 W. Michigan St, SL280
Indianapolis, IN 46202, U.S.A.
Web: www.cs.iupui.edu/~yxia
Phone: (317) 274-9738
Fax:   (317) 274-9742
Email : email


Bio

Yuni Xia is an Assistant Professor of the Computer and Information Science Department at Indiana University - Purdue University Indianapolis (IUPUI). She received the B.S. in Computer Science from Huazhong University of Science and Technology in China in 1996, and her MS and PhD in Computer Science from Purdue University in 2002 and 2005. She had worked as a research intern at IBM T.J. Watson Research Center.

Xia's research is on data mining and databases, focusing on mining and management of uncertain data and constantly evolving data such as sensor data and moving object data. She also works on data storage, retrieval, management and mining in data-intensive applications, and managing uncertainty in the decision support process.  Her research is supported by National Science Foundation, State of Indiana and IBM. She is a recipient of IBM Real Time Innovation Award in 2008.


Research

        Data Mining: Uncertain Data Mining, Data Stream Mining
        Databases: Constant Evolving Data Management, Sensor and Moving Object Databases, Data Uncertainty Management
        Medical Informatics, Bioinformatics, Microarray Data Mining

    Projects/Research Grants:

  1. TrafficAnalyzer: A Real-time Traffic Stream Processing and Analyzing System,  IBM, 2009-2010, PI.
  2. NSF-EHCS (EHS): Development of SYMBIOTE; A Reconfigurable Logic Assisted Data StreamManagement System for Multimedia Sensor Networks, NSF,  2009-2011, Co-PI, PI: Jaehwan Lee.
  3. Invention of a Consumer-Side Geriatric Health Care Knowledge Management and Decision Support System, 21st Century Research and Development Fund,  State of Indiana, 2008-2011, Co-PI, PI: My Health Care Manager LLC.
  4. Innovative Anomaly Detection and Diagnosis for Aviation Safety, IUPUI RTR Grant, 2008-2009, PI.


Peer Reviewed Publications

  1. Biao Qin, Yuni Xia, Fang Li, ”DTU: A Decision Tree for Classifying Uncertain Data”, the Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD),  2009 (Acceptance Rate: 11.5%).
  2. Biao Qin, Yuni Xia, Sunil Prabhakar, Yicheng Tu, "A Rule-Based Classification Algorithm for Uncertain Data", the IEEE workshop on Management and Mining of Uncertain Data(MOUND), in conjunction with International Conference of Data Engineering, 2009.
  3. Jiangang Liu, Andrew Campen, Shuguang Huang, Sheng-Bin Peng, Xiang Ye, Mathew Palakal, A. Keith Dunker, Yuni Xia and Shuyu Li, "Identification of a gene signature in cell cycle pathway for breast cancer prognosis using gene expression profiling data", BMC Medical Genomics, 2008, 1:39 .
  4. Biao Qin, Yuni Xia,  "Generating Efficient Safe Query Plans for Probabilistic Databases", Journal of Data and Knowledge Engineering (DKE), Volume 67, Issue3, Pages 485-503, 2008.
  5. Yuni Xia, Sunil Prabhakar, Shan Lei, Reynold Cheng and Rahul Shah, "Indexing Continuously Changing Data with Mean Variance Tree", International Journal of High Performance Computing and Networking, Vol. 5, No. 4, pages 263-272, 2008.
  6. Andrew Campen, Yuni Xia, Dan Rigsby, Ying Guo, Xingdong Feng, Eric Su, Mathew Palakal and Shuyu Li, "Mining Gene Expression Database for Primary Human Disease Tissues", Demo, the IEEE 24th International Conference on Date Engineering(ICDE), 2008.
  7. Yuni Xia, Bowei Xi, "Conceptual Clustering Categorical Data with Uncertainty", the IEEE 19th International Conference on Tools with Artificial Intelligence (ICTAI), Patras, Greece, 2007. (Acceptance Rate: 28%)
  8. Yuni Xia, Andrew Campen, Dan Rigsby, Ying Guo, Xingdong Feng, Eric Su, Mathew Palakal, Shuyu Li, "DGEM - a Microarray Gene Expression Database for Primary Human Disease Tissues", Molecular Diagnosis and Therapy, Issue 3, 2007.
  9. Yuni Xia, Yicheng Tu, Mikhail Atallah, Sunil Prabhakar, "Reducing Data Redundancy in Location-based Services", the International Conference on Geosensor Networks (GeoSensor 2006), pp. 30-35, Boston, USA, 2006.
  10. Reynold Cheng, Sarvjeet Singh, Sunil Prabhakar, Rahul Shah, Jeffrey Scott Vitter, Yuni Xia, "Efficient Join Processing over Uncertain Data", the ACM 15th Conference on Information and Knowledge Management (ACM CIKM 2006), pp. 738-747, Arlington, USA, 2006. (Acceptance Rate: 15%)
  11. Yicheng Tu, Mohamed Hefeeda, Yuni Xia, Sunil Prabhakar, Song Liu, Control-Based Quality Adaptation in Data Stream Management Systems", the International Conference of Database and Expert Systems Applications (DEXA), pp.746 - 755, Copenhagen, Denmark, 2005. (Acceptance Rate: 23%)
  12. Yuni Xia, Sunil Prabhakar, Shan Lei, Reynold Cheng, Rahul Shah, "Indexing Continuously Changing Data with Mean Variance Tree", the 20th ACM Symposium on Applied Computing (SAC), pp. 1125 - 1132, Santa Fe, New Mexico, USA, 2005. (Acceptance Rate: 30%)
  13. Reynold Cheng, Yuni Xia, Sunil Prabhakar, Rahul Shah, "Change Tolerant Indexing for Constantly Evolving Data", the International Conference on Data Engineering (ICDE), pp. 391-402, Tokoyo, Japan, 2005. (Acceptance Rate: 13%)
  14. Yuni Xia, Sunil Prabhakar, Jiangzhong Sun, Shan Lei, Indexing and Query Constantly Evolving Data Using Time Series Analysis", the 10th International Conference on Database Systems for Advanced Applications (DASFAA), pp.637-648, Beijing, China 2005. (Acceptance Rate: 22%)
  15. Reynold Cheng, Yuni Xia, Sunil Prabhakar, Rahul Shah, Jeffery Scott Vitter, "Efficient Indexing Methods for Probabilistic Threshold Queries over Uncertain Data", the 30th International Conference of Very Large Database (VLDB), pp.876 - 887, Toronto, Canada, 2004. (Acceptance Rate: 16%)
  16. Yuni Xia, Sunil Prabhakar, Efficient VNG Indexing in Location-aware Services", the International Workshop on Mobile and Distributed Computing (MDC), pp.414 - 419, Providence, Rhode Island, USA, 2003.
  17. Yuni Xia, Sunil Prabhakar, Q+Rtree: Efficient Indexing for Moving Object Databases", the 8th International Conference on Database Systems for Advanced Applications (DASFAA), pp.175 - 182, Kyoto, Japan, 2003. (Acceptance Rate: 25%)
  18. Sunil Prabhakar, Yuni Xia, Dmitri Kalashnikov, Walid Aref, Susanne Hambrusch, "Query Indexing and Velocity Constrained Indexing: Scalable Techniques for Continuous Queries on Moving Objects", IEEE Transactions on Computers, Vol.51, No.10, pp.1124 - 1140, 2002.

Book Chapters

  1. Yuni Xia, Jonathon Munson, David Wood, Alan Cole, Location-based Service System (LBS) Analysis and Design'',  Handbook of Research on Modern Systems Analysis and Design Technologies and Applications, ISBN: 978-1-59904-887-1; 698 pp, 2008.
  2. Meeta Pradhan and Yuni Xia, Bioterrorism and Biosecurity ", Handbook of Research on Information Security and Assurance, ISBN: 978-1-59904-855-0, 586 pp, 2008.
  3. Sunil Prabhakar, Dmitri V. Kalashnikov, and Yuni Xia, "Query Indexing and Velocity Constrained Indexing", Encyclopedia of GIS, Springer Science, 2008.


Teaching


Please log into Oncourse for lecture notes, readings, assignments, projects, etc.

CSCI541: Database Management Systems, Spring 2009, Spring 2008, Spring 2007, Spring2006
CSCI590: Data Mining, Fall 2008, Fall 2006
CSCI441: Client Server Databases, Spring 2007
CSCI481: Data Mining, Spring 2006
CSCI590: Advanced Database Systems, Fall 2005


Profession Services

Program Committee:
        The IEEE 12th International Conference on Computational Science and Engineering(CSE), 2009
        The International Workshop on Information Fusion and Dissemination in Wireless Sensor Networks (SensorFusion), 2009
        The International Conference on Intelligent Pervasive Computing (IPC), 2008
        The IEEE 11th International Conference on Computational Science and Engineering(CSE), 2008
        The IEEE 21st International Conference on Advanced Information Networking and Applications (AINA), 2007
        The IEEE/ACS 5th International Conference on Computer Systems and Applications (AICCSA), 2007
        The Third International Conference on Intelligent Environments(IE), 2007
        The International Workshop on Information Fusion and Dissemination in Wireless Sensor Networks(SensorFusion), 2007
        The International Workshop on Knowledge Management and Discovery for Ubiquitous and Pervasive Applications (KUPA), 2007

Journal Review:
        IEEE Transaction on Knowledge and Data Engineering
        Information Systems
        The International Journal of Telemedicine and Application
        The Information Fusion Journal
        The Journal of System and Software
        The International Journal of Data Mining and Bioinformatics
        The Electronics and Telecommunication Research Institute Journal
        The International Journal of Computer Science and Technology
        The Journal of Ubiquitous Computing and Intelligence

Panelist:
        Panelist, National Science Foundation, CISE, 2007

Program Co-Chair:
        The ACM workshop on Health Information and Knowledge Management (HIKM) 2006
 

Awards

         Trustees Teaching Award, IUPUI, 2009
         IBM Real Time Innovation Award, 2008
         TechPoint MIRA Award, with Purdue University Knowledge Projection Team, 2005
         Leading Light Award / Ice Miller Graduate Student Scholarship, 2004
         IBM Grace Hopper /Anita Borg Scholarship, 2004
         Excellent Graduate Student Scholarship, Huazhong Univ. of Science and Technology, 1998
         Outstanding Graduate Award, Huazhong University of Science and Technology, 1996
       


Contact    Bio    Research    Publications    Teaching    Services    Awards   Personal