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帕金森病 (PD) 分类

发布时间：2026-03-17 14:30:06资源ID：2033785899186556929资源类型：免费

该数据集《Parkinson's Disease (PD) classification》主要用于多分类任务，数据形态以文本为主，应用场景偏向医疗健康。 题目说明：Features are extracted from speech recordings of Parkinson's Disease patients 任务类型：文本多分类。 建议流程：先做文本清洗与分词，再比较 TF - IDF+线性模型 与 预训练语言模型。 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：pd_speech_features.csv。 Context This dataset is collected from UCI Machine Learning Repository through the following link: https://archive.ics.uci.edu/ml/datasets/Parkinson%27s+Disease+Classification# Data Set Information: The data used in this study were gathered from 188 patients with PD (107 men and 81 women) with ages ranging from 33 to 87 (65.1±10.9) at the Department of Neurology in CerrahpaÅŸa Faculty of Medicine, Istanbul University. The control group consists of 64 healthy individuals (23 men and 41 women) with ages varying between 41 and 82 (61.1±8.9). During the data collection process, the microphone is set to 44.1 KHz and following the physician’s examination, the sustained phonation of the vowel /a/ was collected from each subject with three repetitions.

帕金森病 (PD) 分类

摘要概览

该数据集《Parkinson's Disease (PD) classification》主要用于多分类任务，数据形态以文本为主，应用场景偏向医疗健康。 题目说明：Features are extracted from speech recordings of Parkinson's Disease patients

任务类型：文本多分类。

建议流程：先做文本清洗与分词，再比较 TF - IDF+线性模型 与 预训练语言模型。

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：pd_speech_features.csv。

Context

This dataset is collected from UCI Machine Learning Repository through the following link: https://archive.ics.uci.edu/ml/datasets/Parkinson%27s+Disease+Classification#

Data Set Information:

The data used in this study were gathered from 188 patients with PD (107 men and 81 women) with ages ranging from 33 to 87 (65.1±10.9) at the Department of Neurology in Cerrahpaşa Faculty of Medicine, Istanbul University. The control group consists of 64 healthy individuals (23 men and 41 women) with ages varying between 41 and 82 (61.1±8.9).

During the data collection process, the microphone is set to 44.1 KHz and following the physician’s examination, the sustained phonation of the vowel /a/ was collected from each subject with three repetitions.