使用数据挖掘技术预测儿科哮喘住院

数据集获取（Figshare）

• 源站标题：Prediction of paediatric asthma hospitalisation using data mining techniques
• DOI：10.26180/5619517.v1
• 发布日期：2017-11-21
• 文件数：1 个
• 文件总体积：628.05 KB
• 源站页面：https://bridges.monash.edu/articles/dataset/Prediction_of_paediatric_asthma_hospitalisation_using_data_mining_techniques/5619517

命令行下载

curl -L -o "monash_7865.pdf" "https://ndownloader.figshare.com/files/9783271"

文件清单

• monash_7865.pdf（628.05 KB）

文件总体积 628.05 KB（源站 API 实测）。

数据加载示例（图像类）

from PIL import Image
import glob, os

files = (glob.glob(os.path.join(path, "**", "*.png"), recursive=True)
       + glob.glob(os.path.join(path, "**", "*.jpg"), recursive=True)
       + glob.glob(os.path.join(path, "**", "*.tif"), recursive=True))
print("图像文件数:", len(files))
img = Image.open(files[0]); print("尺寸/模式:", img.size, img.mode)

# torchvision Dataset 方式:
# from torchvision import datasets
# ds = datasets.ImageFolder(path)  # 要求 子目录=类别

目录组织与标注格式以源站说明和下载后实际文件为准。

数据说明

Research into the prevalence of hospitalisation among childhood asthma cases is undertaken, using a data set local to the Barwon region of Victoria. Participants were the parents/guardians on behalf of children aged between 5-11 years. Various data mining techniques are used, including segmentation, association and classification to assist in predicting and exploring the instances of childhood hospitalisation due to asthma. Results from this study indicate that children in inner city and metropolitan areas may overutilise emergency department services. In addition, this study found that the prediction of hospitalisaion for asthma in children was greater for those with a written asthma management plan. PRIB 2008 proceedings found at: http://dx.doi.org/10.1007/978-3-540-88436-1

Contributors: Monash University. Faculty of Information Technology. Gippsland School of Information Technology ;
Chetty, Madhu ;
Ahmad, Shandar ;
Ngom, Alioune ;
Teng, Shyh Wei ;
Third IAPR International Conference on Pattern Recognition in Bioinformatics (PRIB) (3rd : 2008 : Melbourne, Australia) ;
Coverage:
Rights: Copyright by Third IAPR International Conference on Pattern Recognition in Bioinformatics. All rights reserved.

许可

In Copyright

引用

学术使用请引用 DOI 10.26180/5619517.v1（source: https://bridges.monash.edu/articles/dataset/Prediction_of_paediatric_asthma_hospitalisation_using_data_mining_techniques/5619517）。