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The Digital Slide Archive: A Software Platform for Management, Integration, and Analysis of Histology for Cancer Research
Tissue-based cancer studies can generate large amounts of histology data in the form of glass slides. These slides contain important …
David A Gutman, Mohammed Khalilia, Sanghoon Lee, Michael Nalisnik, Zach Mullen, Jonathan Beezley, Deepak R Chittajallu, David Manthey, Lee A D Cooper
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Identifying Patients at Risk of High Healthcare Utilization
Clinical predictive modeling involves two challenging tasks, model development and model deployment. In this paper we demonstrate a …
Lincoln Sheets, Lori Popejoy, Mohammed Khalilia, Greg Petroski, Jerry C. Parker
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Clinical predictive modeling development and deployment through FHIR web services
Clinical predictive modeling involves two challenging tasks, model development and model deployment. In this paper we demonstrate a …
Mohammed Khalilia, Myung Choi, Amelia Henderson, Sneha Iyengar, Mark Braunstein, Jimeng Sun
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Cloud-based Predictive Modeling System and its Application to Asthma Readmission Prediction
The predictive modeling process is time consuming and requires clinical researchers to handle complex electronic health record (EHR) …
Robert Chen, Hang Su, Mohammed Khalilia, Sizhe Lin, Yue Peng, Tod Davis, Daniel A Hirsh, Elizabeth Searles, Javier Tejedor-Sojo, Michael Thompson, Jimeng Sun
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Comparing Aging in Place to Home Health Care: Impact of Nurse Care Coordination On Utilization and Costs
For the chronically ill, care delivered in the home is a lifeline to the self-management of chronic conditions. Currently, 90% of …
Lori L. Popejoy, Frank Stetzer, Lanis Hicks, Marilyn J. Rantz, Colleen Galambos, Mihail Popescu, Mohammed A. Khalilia, Karen D. Marek
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Improvements to the relational fuzzy c-means clustering algorithm
Relational fuzzy c-means (RFCM) is an algorithm for clustering objects represented in a pairwise dissimilarity values in a …
Mohammed Khalilia, James Bezdek, Mihail Popescu, James Keller
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Quantifying care coordination using natural language processing and domain-specific ontology
Objective This research identifies specific care coordination activities used by Aging in Place (AIP) nurse care coordinators and home …
Lori L Popejoy, Mohammed A Khalilia, Mihail Popescu, Colleen Galambos, Vanessa Lyons, Marilyn Rantz, Lanis Hicks, Frank Stetzer
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Relational Fuzzy Self-Organizing Maps for Cluster Visualization and Summarization
The notion of Best-Matching Unit (BMU) in the proposed Fuzzy Relational Self-Organizing (FRSOM) algorithm is replaced by a membership …
Mohammed Khalilia, Mihail Popescu
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Topology Preservation in Fuzzy Self-Organizing Maps
One of the important properties of SOM is its topology preservation of the input data. The topographic error is one of the techniques …
Mohammed Khalilia, Mihail Popescu
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Fuzzy relational self-organizing maps
In this paper we propose a novel fuzzy relational self-organizing map algorithm (FRSOM) that can be used to map a set of n objects …
Mohammed Khalilia, Mihail Popescu
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