Literature DB >> 22195119

Graphical methods for reducing, visualizing and analyzing large data sets using hierarchical terminologies.

Xia Jing1, James J Cimino.   

Abstract

OBJECTIVE: To explore new graphical methods for reducing and analyzing large data sets in which the data are coded with a hierarchical terminology.
METHODS: We use a hierarchical terminology to organize a data set and display it in a graph. We reduce the size and complexity of the data set by considering the terminological structure and the data set itself (using a variety of thresholds) as well as contributions of child level nodes to parent level nodes.
RESULTS: We found that our methods can reduce large data sets to manageable size and highlight the differences among graphs. The thresholds used as filters to reduce the data set can be used alone or in combination. We applied our methods to two data sets containing information about how nurses and physicians query online knowledge resources. The reduced graphs make the differences between the two groups readily apparent.
CONCLUSIONS: This is a new approach to reduce size and complexity of large data sets and to simplify visualization. This approach can be applied to any data sets that are coded with hierarchical terminologies.

Entities:  

Mesh:

Year:  2011        PMID: 22195119      PMCID: PMC3243153     

Source DB:  PubMed          Journal:  AMIA Annu Symp Proc        ISSN: 1559-4076


  6 in total

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2.  From data to knowledge through concept-oriented terminologies: experience with the Medical Entities Dictionary.

Authors:  J J Cimino
Journal:  J Am Med Inform Assoc       Date:  2000 May-Jun       Impact factor: 4.497

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Journal:  AMIA Annu Symp Proc       Date:  2009-11-14

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Authors:  James J Cimino
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Review 5.  A methodology for partitioning a vocabulary hierarchy into trees.

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6.  Partitioning a vocabulary's IS-A hierarchy into trees.

Authors:  H Gu; Y Perl; J Geller; M Halper; J J Cimino; M Singh
Journal:  Proc AMIA Annu Fall Symp       Date:  1997
  6 in total
  4 in total

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2.  ACE: the Advanced Cohort Engine for searching longitudinal patient records.

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3.  A visual interactive analytic tool for filtering and summarizing large health data sets coded with hierarchical terminologies (VIADS).

Authors:  Xia Jing; Matthew Emerson; David Masters; Matthew Brooks; Jacob Buskirk; Nasseef Abukamail; Chang Liu; James J Cimino; Jay Shubrook; Sonsoles De Lacalle; Yuchun Zhou; Vimla L Patel
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4.  The Roles of a Secondary Data Analytics Tool and Experience in Scientific Hypothesis Generation in Clinical Research: Protocol for a Mixed Methods Study.

Authors:  Xia Jing; Vimla L Patel; James J Cimino; Jay H Shubrook; Yuchun Zhou; Chang Liu; Sonsoles De Lacalle
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  4 in total

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