地球资源数据云——数据资源详情
贫血类型分类
该数据集《Anemia Types Classification》主要用于多分类任务，数据形态以表格为主，应用场景偏向医疗健康。 题目说明：Anemia type prediction based on CBC data 任务类型：表格多分类。 建议流程：先做缺失值/异常值处理与特征编码，再比较逻辑回归、随机森林、XGBoost。 评估建议：使用分层切分或交叉验证，优先关注 F1、Recall、AUC 等分类指标。 可用文件：diagnosed_cbc_data_v4.csv。 CBC data labeled with the diagnosis of Anemia type, The data collected among several CBCs data and diagnosed manually Data Dictionary: HGB: The amount of hemoglobin in the blood, crucial for oxygen transport. PlT: The number of platelets in the blood, involved in blood clotting. WBC: The count of white blood cells, vital for immune response.
摘要概览
该数据集《Anemia Types Classification》主要用于多分类任务，数据形态以表格为主，应用场景偏向医疗健康。 题目说明：Anemia type prediction based on CBC data
任务类型：表格多分类。
建议流程：先做缺失值/异常值处理与特征编码，再比较逻辑回归、随机森林、XGBoost。
评估建议：使用分层切分或交叉验证，优先关注 F1、Recall、AUC 等分类指标。
可用文件：diagnosed_cbc_data_v4.csv。
CBC data labeled with the diagnosis of Anemia type, The data collected among several CBCs data and diagnosed manually
Data Dictionary:
HGB: The amount of hemoglobin in the blood, crucial for oxygen transport.
PlT: The number of platelets in the blood, involved in blood clotting.
WBC: The count of white blood cells, vital for immune response.