完整後設資料紀錄
DC 欄位 | 值 | 語言 |
---|---|---|
dc.contributor.author | Hsieh, Sung-Huai | en_US |
dc.contributor.author | Cheng, Po-Hsun | en_US |
dc.contributor.author | Hsieh, Sheau-Ling | en_US |
dc.contributor.author | Chen, Po-Hao | en_US |
dc.contributor.author | Weng, Yung-Ching | en_US |
dc.contributor.author | Chien, Yin-Hsiu | en_US |
dc.contributor.author | Wang, Zhenyu | en_US |
dc.contributor.author | Lai, Feipei | en_US |
dc.date.accessioned | 2017-04-21T06:49:42Z | - |
dc.date.available | 2017-04-21T06:49:42Z | - |
dc.date.issued | 2009 | en_US |
dc.identifier.isbn | 978-3-642-00908-2 | en_US |
dc.identifier.issn | 1860-949X | en_US |
dc.identifier.uri | http://hdl.handle.net/11536/134417 | - |
dc.description.abstract | The clinical symptoms of metabolic disorders during neonatal period are often not apparent. If not treated early, irreversible damages such as mental retardation may occur, even death. Therefore, practicing newborn screening is essential, imperative to prevent neonatal from these damages. In the paper, we establish a newborn screening model that utilizes Support Vector Machines (SVM) techniques and enhancements to evaluate, interpret the Methylmalonic Acidemia (MMA) metabolic disorders. The model encompasses the Feature Selections, Grid Search, Cross Validations as well as multi model Voting Mechanism. In the model, the predicting accuracy, sensitivity and specificity of MMA can be improved dramatically. The model will be able to apply to other metabolic diseases as well. | en_US |
dc.language.iso | en_US | en_US |
dc.subject | Newborn Screening | en_US |
dc.subject | Tandem Mass Spectrometry | en_US |
dc.subject | Support Vector Machines | en_US |
dc.subject | Methylmalonic Acidemia | en_US |
dc.title | A Multi Model Voting Enhancement for Newborn Screening Healthcare Information System | en_US |
dc.type | Proceedings Paper | en_US |
dc.identifier.journal | NEW ADVANCES IN INTELLIGENT DECISION TECHNOLOGIES | en_US |
dc.citation.volume | 199 | en_US |
dc.citation.spage | 481 | en_US |
dc.citation.epage | + | en_US |
dc.contributor.department | 資訊技術服務中心 | zh_TW |
dc.contributor.department | Information Technology Services Center | en_US |
dc.identifier.wosnumber | WOS:000267934600046 | en_US |
dc.citation.woscount | 0 | en_US |
顯示於類別: | 會議論文 |