Heart_Failure_Prediction:使用不同的机器学习算法和聚合器功能进行心力衰竭预测-源码

上传者: 42117037 | 上传时间: 2021-06-20 21:19:41 | 文件大小: 13.83MB | 文件类型: ZIP
Heart_Failure_Prediction 数据集: 该数据集已从UCI数据存储库中获取。 目的 : 开发强大的混合机器学习算法来预测患者的心力衰竭,以便患者可以跟踪自己的心脏状况并采取正确的预防措施。 要阅读完整的笔记本以及所有图形,请下载文件。 问题描述 创建模型以预测患者因心力衰竭死亡的可能性。 这是一个二进制分类问题,因为目标类(死亡事件)由两个类True或False组成 功能说明 年龄:患者年龄(以年为单位) 贫血:红细胞或血红蛋白减少 高血压:如果患者患有高血压 肌酐磷酸激酶:血液中CPK酶的水平(mcg / L) 糖尿病:如果患者患有糖尿病 射血分数:每次收缩时离开心脏的血液百分比 性别:女人或男人 血小板:血液中的血小板(千血小板/ mL) 血清肌酐:血液中的肌酐水平(mg / dL) 血清钠:血液中的钠水平(mEq / L) 吸烟:如果患者吸烟 时间

文件下载

资源详情

[{"title":"( 36 个子文件 13.83MB ) Heart_Failure_Prediction:使用不同的机器学习算法和聚合器功能进行心力衰竭预测-源码","children":[{"title":"Heart_Failure_Prediction-main","children":[{"title":"s.csv <span style='color:#111;'> 6.76KB </span>","children":null,"spread":false},{"title":"Cardiologists.xlsx <span style='color:#111;'> 14.60KB </span>","children":null,"spread":false},{"title":"Heart_Prediction","children":[{"title":".ipynb_checkpoints","children":[{"title":"Heart-checkpoint.ipynb <span style='color:#111;'> 22.29MB </span>","children":null,"spread":false}],"spread":true},{"title":"XGBoost.py <span style='color:#111;'> 1.01KB </span>","children":null,"spread":false},{"title":"XGBRF.py <span style='color:#111;'> 1.02KB </span>","children":null,"spread":false},{"title":"GradientBoosting.jfif <span style='color:#111;'> 10.46KB </span>","children":null,"spread":false},{"title":"catboost_info","children":[{"title":"catboost_training.json <span style='color:#111;'> 96.95KB </span>","children":null,"spread":false},{"title":"learn_error.tsv <span style='color:#111;'> 18.12KB </span>","children":null,"spread":false},{"title":"learn","children":[{"title":"events.out.tfevents <span style='color:#111;'> 53.58KB </span>","children":null,"spread":false}],"spread":true},{"title":"time_left.tsv <span style='color:#111;'> 12.88KB </span>","children":null,"spread":false}],"spread":true},{"title":"heart_failure_clinical_records_dataset.csv <span style='color:#111;'> 11.95KB </span>","children":null,"spread":false},{"title":"xclf.pkl <span style='color:#111;'> 70.42KB </span>","children":null,"spread":false},{"title":"BaggingClassifier.png <span style='color:#111;'> 839.15KB </span>","children":null,"spread":false},{"title":"Decision_Tree.py <span style='color:#111;'> 1.12KB </span>","children":null,"spread":false},{"title":"dclf.pkl <span style='color:#111;'> 6.83KB </span>","children":null,"spread":false},{"title":"Heart.ipynb <span style='color:#111;'> 22.29MB </span>","children":null,"spread":false},{"title":"RandomForest.ppm <span style='color:#111;'> 29.47KB </span>","children":null,"spread":false},{"title":"xrclf.pkl <span style='color:#111;'> 153.89KB </span>","children":null,"spread":false},{"title":"HFPS.png <span style='color:#111;'> 17.21KB </span>","children":null,"spread":false}],"spread":false},{"title":"Website","children":[{"title":"SIX_Links.jpg <span style='color:#111;'> 92.71KB </span>","children":null,"spread":false},{"title":"Heart Health.jpg <span style='color:#111;'> 41.80KB </span>","children":null,"spread":false},{"title":"New Heart.html <span style='color:#111;'> 13.45KB </span>","children":null,"spread":false},{"title":"Flow Diagram.txt <span style='color:#111;'> 451B </span>","children":null,"spread":false},{"title":"heart.jpg <span style='color:#111;'> 33.52KB </span>","children":null,"spread":false},{"title":"thinking.png <span style='color:#111;'> 207.20KB </span>","children":null,"spread":false},{"title":"Heart Attack.jpg <span style='color:#111;'> 196.32KB </span>","children":null,"spread":false},{"title":"Human Heart.jpg <span style='color:#111;'> 98.50KB </span>","children":null,"spread":false},{"title":"Steps CPR.jpg <span style='color:#111;'> 25.67KB </span>","children":null,"spread":false},{"title":"think.jpg <span style='color:#111;'> 44.88KB </span>","children":null,"spread":false},{"title":"Signs 2.jpg <span style='color:#111;'> 133.44KB </span>","children":null,"spread":false},{"title":"CPR.png <span style='color:#111;'> 193.61KB </span>","children":null,"spread":false},{"title":"Heart.html <span style='color:#111;'> 10.58KB </span>","children":null,"spread":false},{"title":"Heart_First_Page.html <span style='color:#111;'> 20.72KB </span>","children":null,"spread":false},{"title":"HFPS.png <span style='color:#111;'> 18.58KB </span>","children":null,"spread":false}],"spread":false},{"title":"README.md <span style='color:#111;'> 2.20KB </span>","children":null,"spread":false},{"title":"Project Based Learning 2 Doc 1.docx <span style='color:#111;'> 15.85KB </span>","children":null,"spread":false}],"spread":true}],"spread":true}]

评论信息

免责申明

【只为小站】的资源来自网友分享,仅供学习研究,请务必在下载后24小时内给予删除,不得用于其他任何用途,否则后果自负。基于互联网的特殊性,【只为小站】 无法对用户传输的作品、信息、内容的权属或合法性、合规性、真实性、科学性、完整权、有效性等进行实质审查;无论 【只为小站】 经营者是否已进行审查,用户均应自行承担因其传输的作品、信息、内容而可能或已经产生的侵权或权属纠纷等法律责任。
本站所有资源不代表本站的观点或立场,基于网友分享,根据中国法律《信息网络传播权保护条例》第二十二条之规定,若资源存在侵权或相关问题请联系本站客服人员,zhiweidada#qq.com,请把#换成@,本站将给予最大的支持与配合,做到及时反馈和处理。关于更多版权及免责申明参见 版权及免责申明