Biomedical Data Management


An increasing amount of data is generated to support health care, ranging from Electronic Health Records (EHRs) to Biomedical literature. The goal of this group is to create tools and methods to maximize the utility of this data in terms of quality of care and cost savings.

We study various parts of the lifespan of biomedical data including:

  • Efficient data entry and Information Extraction in clinical notes.
  • Search EHRs and biomedical literature.
  • Leverage biomedical ontologies and dictionaries to improve data entry and search.
  • Build smart and user-friendly user interfaces for EHR systems and biomedical knowledge repositories.
  • Facilitate effective communication among health care stakeholders.

People

Alumni

Collaborators

  • Michael Weiner, MD, VA Indianapolis, Regenstrief, Indiana Medical School
  • Ellen Brown, EdD, MS, RN, Professor of Nursing, Florida International University
  • Redmond P. Burke, MD,  Pediatric Cardiovascular Surgery, Miami Children's Hospital.

Publications

Book

  • Vagelis Hristidis. Information Discovery on Electronic Health Records. Published by CRC - Taylor & Francis, 2009
    [Link]

Conferences/Workshops/Journals

  • Vagelis Hristidis, Louiqa Raschid and Yao Wu. Scalable Link-based Personalization for Ranking in Entity-Relationship Graphs, 14th SIGMOD International Workshop on the Web and Databases (WebDB) 2011 
    [Download]
  • Abhijith Kashyap, Vagelis Hristidis, Michalis Petropoulos, and Sotiria Tavoulari. Effective Navigation of Query Results Based on Concept Hierarchies, IEEE Transactions on Knowledge and Data Engineering (TKDE) 2011
    [Download]
  • Abhijith Kashyap, Vagelis Hristidis and Michalis Petropoulos. FACeTOR: Cost-Driven Exploration of Faceted Query Results, ACM Conference on Information and Knowledge Management (CIKM) 2010. *Best Interdisciplinary Paper Award* 
    [Download]
  • Vagelis Hristidis, Ramakrishna Varadarajan, Paul Biondich and Michael Weiner. Information Discovery on Electronic Medical Records Using Authority-Flow Techniques, BMC Medical Informatics and Decision Making, 2010
    [Link]
  • Vagelis Hristidis, Yuheng Hu and Panagiotis G. Ipeirotis. Relevance-based Retrieval on Hidden-Web Text Databases without Ranking Support, IEEE Transactions on Knowledge and Data Engineering (TKDE) 2010
    [Download]
  • Vagelis Hristidis, Yuheng Hu and Panagiotis G.Ipeirotis. Ranked Queries over Sources with Boolean Query Interfaces without Ranking Support. IEEE ICDE 2010, short paper (acceptance rate 20%) 
    [Download]
  • Abhijith Kashyap, Vagelis Hristidis, Michalis Petropoulos and Sotiria Tavoulari. Exploring Biomedical Databases with BioNav. Demo Paper, ACM SIGMOD Conference 2009 (acceptance rate 37%) 
    [Download]
  • Ramakrishna Varadarajan, Vagelis Hristidis, Louiqa Raschid, Maria-Esther Vidal, Luis lbanez and Hector Rodriguez-Drumond: Flexible and Efficient Querying and Ranking on Hyperlinked Data Sources, EDBT 2009 (full paper, acceptance rate 33%) 
    [Download]
  • Fernando Farfán, Vagelis Hristidis, Anand Ranganathan, and Michael Weiner. XOntoRank: Ontology-Aware Search of Electronic Medical Records. IEEE International Conference on Data Engineering (ICDE) 2009 (long paper, acceptance rate 17%) 
    [Download]
  • Abhijith Kashyap, Vagelis Hristidis, Michalis Petropoulos, and Sotiria Tavoulari. BioNav: Effective Navigation on Query Results of Biomedical Databases. IEEE International Conference on Data Engineering, ICDE 2009 (short paper, acceptance rate 27%) 
    [Download]
  • Vagelis Hristidis, Fernando Farfán, Redmond P. Burke, Anthony F. Rossi, Jeffrey A. White. Challenges for Information Discovery on Electronic Medical Records. Book Chapter in Next Generation of Data Mining. CRC - Taylor & Francis. Editors: Hillol Kargupta, Jiawei Han, Philip Yu, Rajeev Motwani, Vipin Kumar. 2008
  • Ramakrishna Varadarajan, Vagelis Hristidis, Louiqa Raschid. Explaining and Reformulating Authority Flow Queries. IEEE ICDE 2008 (full paper, short presentation, acceptance rate 19%) 
    [Download]
  • Fernando Farfán, Vagelis Hristidis, Anand Ranganathan, Redmond P. Burke. Ontology-Aware Search on XML-based Electronic Medical Records. Poster Paper, IEEE ICDE 2008 (acceptance rate 31%) 
    [Download]