DocumentCode :
3065579
Title :
A Unified Multilingual and Multimedia Data Mining Approach for Cancer Knowledge Discovery
Author :
Lee, Chung-Hong ; Wu, Chih-Hong ; Chung, Hsiang-Hang ; Yang, Hsin-Chang
Author_Institution :
Nat. Kaohsiung Univ. of Appl. Sci., Kaohsiung
Volume :
2
fYear :
2007
fDate :
26-28 Nov. 2007
Firstpage :
241
Lastpage :
244
Abstract :
The functions of automatically identify relationships between cancer diseases and external factors from medical records for supporting cancer diagnosis would be a valuable contribution in public health fields. Unfortunately, so far little attention has been paid on providing effective solutions to such a problem domain. In this work, we propose a framework to automating the extraction of relationships between cancer diseases and potential factors from clinical records and medical literature. We describe a platform framework integrating cancer microarray and developed data mining techniques of multimedia and multilingual, covering clustering of multimedia as well as multilingual classifiers to carry out the system development. In the implementation, we extracted the associated genes of cancers by clustering microarray data, and then exploited the resulting gene clusters to classify cancer related documents. The experimental results show that the platform is capable of extracting the potential patterns to enhancing more effective solutions for cancer diseases.
Keywords :
cancer; data mining; medical computing; multimedia computing; cancer diagnosis; cancer diseases; cancer knowledge discovery; external factors; medical records; multimedia data mining; public health; unified multilingual data mining; Bioinformatics; Biomedical imaging; Cancer; Data mining; Diseases; Medical diagnostic imaging; Public healthcare; Support vector machine classification; Support vector machines; Text mining;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Intelligent Information Hiding and Multimedia Signal Processing, 2007. IIHMSP 2007. Third International Conference on
Conference_Location :
Kaohsiung
Print_ISBN :
978-0-7695-2994-1
Type :
conf
DOI :
10.1109/IIH-MSP.2007.67
Filename :
4457696
Link To Document :
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