| Abstract
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<p>This paper is concerned with noni … <p>This paper is concerned with noninvasive monitoring of human larynx using subject’s questionnaire data. By applying random forests (RF), questionnaire data arecategorized into a healthy class and several classes of disorders including: cancerous, noncancerous, diffuse, nodular, paralysis, and an overall pathological class. The most important questionnaire statements are determined using RF variable importance evaluations. To explore multidimensional data, t-Distributed Stochastic Neighbor Embedding (t-SNE) and multidimensionalscaling (MDS) are applied to the RF data proximity matrix.When testing the developed tools on a set of data collectedfrom 109 subjects, 100% classification accuracy was obtainedon unseen data coming from two—healthy and pathological—classes. The accuracy of 80.7% was achieved when classifyingthe data into the healthy, cancerous, and noncancerous classes.The t-SNE and MDS mapping techniques facilitate data explorationaimed at identifying subjects belonging to a ”riskgroup”. It is expected that the developed tools will be of greathelp in preventive health care in laryngology.</p>tive health care in laryngology.</p>
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| Author
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Antanas Verikas +
, Marija Bacauskiene +
, Adas Gelzinis +
, Virgilijus Uloza +
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| Conference
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The 11th International Conference on Intelligent Systems Design and Applications
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| DOI
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http://dx.doi.org/10.1109/ISDA.2011.6121774 +
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| Diva
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http://hh.diva-portal.org/smash/record.jsf?searchId=1&pid=diva2:461866
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| EndPage
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919 +
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| HostPublication
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Proceedings of the 11th International Conference on Intelligent Systems Design and Applications, ISDA, Cordoba, 22-24 november, 2011 +
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| PublicationType
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Conference Paper +
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| Publisher
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IEEE Computer Society +
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| StartPage
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914 +
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| Title
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Monitoring Human Larynx by Random Forests Using Questionnaire Data +
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| Year
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2011 +
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| Has queryThis property is a special property in this wiki.
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Publications:Monitoring Human Larynx by Random Forests Using Questionnaire Data +
, Publications:Monitoring Human Larynx by Random Forests Using Questionnaire Data +
, Publications:Monitoring Human Larynx by Random Forests Using Questionnaire Data +
, Publications:Monitoring Human Larynx by Random Forests Using Questionnaire Data +
, Publications:Monitoring Human Larynx by Random Forests Using Questionnaire Data +
, Publications:Monitoring Human Larynx by Random Forests Using Questionnaire Data +
, Publications:Monitoring Human Larynx by Random Forests Using Questionnaire Data +
, Publications:Monitoring Human Larynx by Random Forests Using Questionnaire Data +
, Publications:Monitoring Human Larynx by Random Forests Using Questionnaire Data +
, Publications:Monitoring Human Larynx by Random Forests Using Questionnaire Data +
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| Categories |
Publication +
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| Modification dateThis property is a special property in this wiki.
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30 September 2016 20:41:55 +
|
