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人工智能在癌症研究中的应用:全面指南
Amin Zadeh Shirazi1, Morteza Tofighi2, Alireza Gharavi3
1Centre for Cancer Biology, SA Pathology and the University of South Australia, Adelaide, SA, Australia.
人工智能 (AI) 正在彻底改变癌症研究和患者护理. 机器学习,软计算和深度学习算法提高了癌症的检测,预测和治疗,改善了结果.
科学领域:
- 在瘤学瘤学.
- 人工智能的人工智能
- 医疗信息学 医疗信息学
背景情况:
- 人工智能 (AI) 在现代医学中越来越重要.
- 在瘤学中,人工智能应用已经显示出改善患者治疗结果的显著前景.
- 对于临床医生和研究人员来说,了解AI在癌症研究中的作用至关重要.
研究的目的:
- 审查机器学习,软计算和深度学习在瘤学中的作用.
- 为广大受众解释关键的人工智能概念和算法 (例如SVM,天真贝叶斯,CNN).
- 要突出AI在癌症诊断,分类和预测中的应用.
主要方法:
- 关于人工智能在癌症研究方面的进展的文献综述.
- 解释与瘤学相关的核心AI概念和算法.
- 在癌症护理中显著的人工智能应用的表格总结.
主要成果:
- 人工智能显著提高了癌症检测,生存预测和治疗疗效.
- 各种人工智能算法在诊断和分类各种癌症类型方面显示出潜力.
- 由人工智能驱动的工具为个性化癌症治疗策略提供了宝贵的见解.
结论:
- 人工智能对促进癌症研究和临床实践具有变革性的潜力.
- 人工智能算法为改善瘤学患者护理提供了显著的好处.
- 本综述是理解人工智能对癌症治疗的影响的关键资源.
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