Cancer classification based on direction-basis-function neural networks | |
Wang, SJ ; Zhou, LF | |
2007 | |
会议名称 | 1st international conference bio-inspired computing -theory and applications |
会议日期 | sep 18-22, 2006 |
会议地点 | wuhan, peoples r china |
关键词 | GENE PREDICTION |
页码 | 14: 587-589 part 2 suppl |
通讯作者 | wang, sj, cas, inst semicond, beijing 100083, peoples r china. |
中文摘要 | automatic molecular classification of cancer based on dna microarray has many advantages over conventional classification based on morphological appearance of the tumor. using artificial neural networks is a general approach for automatic classification. in this paper, direction-basis-function neuron and priority-ordered algorithm are applied to neural networks. and the leukemia gene expression dataset is used as an example to testify the classifier. the result of our method is compared to that of svm. it shows that our method makes a better performance than svm. |
英文摘要 | automatic molecular classification of cancer based on dna microarray has many advantages over conventional classification based on morphological appearance of the tumor. using artificial neural networks is a general approach for automatic classification. in this paper, direction-basis-function neuron and priority-ordered algorithm are applied to neural networks. and the leukemia gene expression dataset is used as an example to testify the classifier. the result of our method is compared to that of svm. it shows that our method makes a better performance than svm.; zhangdi于2010-03-09批量导入; made available in dspace on 2010-03-09t02:12:00z (gmt). no. of bitstreams: 0 previous issue date: 2007; 作者关键词: gene expression; direction basis function; priority ordered neural networks; cancer classification; [wang, shoujue; zhou, lingfei] cas, inst semicond, beijing 100083, peoples r china |
收录类别 | CPCI-S |
会议主办者 | 作者关键词: gene expression; direction basis function; priority ordered neural networks; cancer classification |
会议录 | dynamics of continuous discrete and impulsive systems-series b-applications & algorithms |
会议录出版者 | watam press ; c/o dcdis journal, 317 karen place, waterloo, ontario n2l 6k8, canada |
会议录出版地 | c/o dcdis journal, 317 karen place, waterloo, ontario n2l 6k8, canada |
学科主题 | 人工智能 |
语种 | 英语 |
ISSN号 | 1492-8760 |
内容类型 | 会议论文 |
源URL | [http://ir.semi.ac.cn/handle/172111/7880] |
专题 | 半导体研究所_中国科学院半导体研究所(2009年前) |
推荐引用方式 GB/T 7714 | Wang, SJ,Zhou, LF. Cancer classification based on direction-basis-function neural networks[C]. 见:1st international conference bio-inspired computing -theory and applications. wuhan, peoples r china. sep 18-22, 2006. |
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