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首页> 外文期刊>International Journal of Artificial Intelligence & Applications (IJAIA) >Prevention of Heart Problem Using Artificial Intelligence
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Prevention of Heart Problem Using Artificial Intelligence

机译:使用人工智能预防心脏问题

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Heart is the most important organ of a human body as it not only circulates oxygen and other vitalnutrients through blood to different parts of the body and helping in the metabolic activities but alsoremoves metabolic wastes. Thus, even a minor problem can affect the whole organism. Hence, researchersare diverting a lot of data analysis work for assisting the doctors to predict the heart problem. So, ananalysis of the data related to different health problems and its functioning can help in predicting with acertain probability for the wellness of this organ. In this paper we have analysed the different prescribeddata of patients from different parts of India. Using this data, we have built a model which gets trainedusing this data and tries to predict whether a new out-of-sample data has a probability of having any heartattack or not. This model can help in the decision making along with the doctor to treat the patient well andcreating a transparency between the doctor and the patient. In the validation set of the data, it’s not onlythe accuracy that the model has to take care, rather the True Positive Rate and False-Negative Rate alongwith the AUC-ROC helps in building/fixing the algorithm inside the model.
机译:心脏是人体最重要的器官,因为它不仅通过血液将氧气和其他重要营养素循环到身体的不同部位,有助于代谢活动,而且还清除了代谢废物。因此,即使是很小的问题也可以影响整个生物体。因此,研究人员正在转移大量数据分析工作,以协助医生预测心脏问题。因此,对与不同健康问题及其功能有关的数据进行分析有助于确定该器官的健康状况。在本文中,我们分析了印度不同地区患者的不同处方数据。使用此数据,我们建立了一个模型,该模型使用此数据进行训练,并试图预测新的样本外数据是否有发生心脏病发作的可能性。该模型可以帮助医生与患者一起做出良好的治疗决策,并在医生和患者之间建立透明性。在数据的验证集中,不仅要考虑模型的准确性,而且真实正比率和假负比率以及AUC-ROC有助于在模型内部建立/修复算法。

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