Heart Disease Dataset (Comprehensive)

This heart disease dataset is curated by combining 5 popular heart disease datasets already available independently but not combined before. In this dataset, 5 heart datasets are combined over 11 common features which makes it the largest heart disease dataset available so far for research purposes. The five datasets used for its curation are:ClevelandHungarianSwitzerlandLong Beach VAStatlog (Heart) Data Set.This dataset consists of 1190 instances with 11 features. These datasets were collected and combined at one place to help advance research on CAD-related machine learning and data mining algorithms, and hopefully to ultimately advance clinical diagnosis and early treatment.

本心脏病数据集通过整合5款此前独立发布、但从未被联合使用的主流心脏病数据集精心构建而成。该数据集基于11项共同特征完成5个心脏病数据集的整合，使其成为目前可供科研使用的规模最大的心脏病数据集。用于构建本数据集的5个原始数据集分别为：克利夫兰（Cleveland）数据集、匈牙利（Hungarian）数据集、瑞士（Switzerland）数据集、长滩退伍军人事务部（Long Beach VA）数据集以及Statlog（心脏）数据集（Statlog (Heart) Data Set）。本数据集共包含1190条样本，涵盖11项特征。本数据集的收集与整合旨在推动冠状动脉疾病（Coronary Artery Disease, CAD）相关机器学习与数据挖掘算法的研究，并有望最终助力临床诊断与早期干预治疗。

搜集汇总

背景与挑战

背景概述

该数据集合并了5个流行的心脏病数据集，包含1190个实例和11个共同特征，是目前最大的心脏病研究数据集之一，适用于机器学习和数据挖掘算法的开发，特别是早期心脏病的检测和预测。