The diagnostic rules of peripheral lung cancer preliminary study based on data mining technique

来源 :Journal of Nanjing Medical University | 被引量 : 0次 | 上传用户:xxj8880430
下载到本地 , 更方便阅读
声明 : 本文档内容版权归属内容提供方 , 如果您对本文有版权争议 , 可与客服联系进行内容授权或下架
论文部分内容阅读
Objective: To discuss the clinical and imaging diagnostic rules of peripheral lung cancer by data mining technique, and to explore new ideas in the diagnosis of peripheral lung cancer, and to obtain early-stage technology and knowledge support of computer-aided detecting(CAD). Methods: 58 cases of peripheral lung cancer confirmed by clinical pathology were collected. The data were imported into the database after the standardization of the clinical and CT findings attributes were identified. The data was studied comparatively based on Association Rules (AR) of the knowledge discovery process and the Rough Set (RS) reduction algorithm and Genetic Algorithm(GA) of the generic data analysis tool (ROSETTA), respectively. Results: The genetic classification algorithm of ROSETTA generates 5 000 or so diagnosis rules. The RS reduction algorithm of Johnson`s Algorithm generates 51 diagnosis rules and the AR algorithm generates 123 diagnosis rules. Three data mining methods basically consider gender, age, cough, location, lobulation sign, shape, ground-glass density attributes as the main basis for the diagnosis of peripheral lung cancer. Conclusion: These diagnosis rules for peripheral lung cancer with three data mining technology is same as clinical diagnostic rules, and these rules also can be used to build the knowledge base of expert system. This study demonstrated the potential values of data mining technology in clinical imaging diagnosis and differential diagnosis. Objective: To discuss the clinical and imaging diagnostic rules of peripheral lung cancer by data mining technique, and to explore new ideas in the diagnosis of peripheral lung cancer, and to obtain early-stage technology and knowledge support of computer-aided detecting (CAD) The data were imported into the database after the standardization of the clinical and CT findings attributes were identified. The data was studied comparatively based on Association Rules (AR) of the knowledge discovery process and the Rough Set (RS) reduction algorithm and Genetic Algorithm (GA) of the generic data analysis tool (ROSETTA), respectively. Results: The genetic classification algorithm of ROSETTA generates 5000 or so diagnosis rules. of Johnson`s Algorithm generates 51 diagnosis rules and the AR algorithm generates 123 diagnosis rules. Three data mining methods basically consider g ender, age, cough, location, lobulation sign, shape, ground-glass density attributes as the main basis for the diagnosis of peripheral lung cancer. Conclusion: These diagnosis rules for peripheral lung cancer with three data mining technology is same as clinical diagnostic rules , and these rules also can be used to build the knowledge base of expert system. This study demonstrated the potential values ​​of data mining technology in clinical imaging diagnosis and differential diagnosis.
其他文献
现在是“包装世界”。那末,“包装”与“世界”是什么关系呢? 何谓包装?词典的解释有:一是指包裹商品或把商品装纸盒、瓶子等;二是指包装商品的东西,如纸、盒子。把“包装”
“呆萌”这个话题,简直太适合我了。作为一个常年以“喵星人”自居的人类,犯萌发呆,已经是一种常态。比如见面打招呼,通常是“喵”一声,配以傻笑的表情;比如一高兴,就像小孩
1986年8月我刚调到基金委工作时,在政策局(当时称“发展战略与政策局”)工作。此时师昌绪院士作为基金委的副主任,分管政策局的工作。师老提出,我们国家自然科学基金委员会
不同的宝石有不同的计量单位,不同的国家又有不同的计量标准。钻石、红宝石以克拉计算,珠则以珠克来计算。下面是几种常用的计量单位及其换算关系。 克拉:是世界上最通用的
1产区分析据农业部统计,目前我国马铃薯种植面积正在接近蔬菜种植面积,达500万hm2(7500万亩),年总产量近8000万t(吨),已成为世界马铃薯生产大国。目前,西部10个省区市都把发展马铃薯产业列入当地调整
2016年1月20日哥伦比亚卫生部长发布公告:由蚊虫携带并广泛传播的寨卡病毒,在哥伦比亚已有13 500例感染者,预计可能增加到700 000例。根据泛美卫生组织的监测资料,哥伦比亚的
Blue electroluminescence of diamond thin film has already been investigated by some authors. To our knowledge, ultraviolet electroluminescence of diamond thin
执些许记忆在手,寻寻觅觅,不断求索;寻找记忆中的些许合影,挥毫泼墨,赤橙黄绿,水墨丹青。  秦朝的合影,是泥金色的。尽管秦朝暴政,白骨遍地,却不能抹杀它的功绩。当始皇帝注视东方时,便和过去说了再见。他不再是一地之王,而是前所未有的皇。华丽而工整的泥金色合影,与秦朝再合适不过。  汉朝的合影,是橙色的。文景之治下的山川,百姓安居乐业,没有秦的白骨遍地,也没有战乱时的流离失所,它颠覆了历史,让东方重归
页—eedchtoeqChpeoprtedChopwertedChtootrtrytopetortChto ededededotWtooppepeOOChChryrtedededWtrtototortbo题 目 作 者期超声疲劳载荷下应力强度因子的确定……………
制冷工程研究中心该中心于1992年4月成立。主要承担制冷、空调工程及冷藏运输方面的设计、咨询及科学研究。我系从事冷藏运输和保鲜技术研究的历史较长,有较强的师资力量和较先进的