Open Dataset
Data Structure ?
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Data Structure ?
*The above analysis is the result extracted and analyzed by the system, and the specific actual data shall prevail.
README.md
バイオメディカルおよびヘルスケア分野におけるビッグデータの進歩により、医療データの正確な分析は、疾病の早期認識、患者ケア、地域サービスに有益です。医療データの品質が不完全な場合、分析の正確性が低下します。さらに、異なる地域では特定の地域病の独特な症状が見られ、これが疾病の発生予測を弱める可能性があります。
このプロジェクトでは、病院からの構造化データと非構造化データを用いて、機械学習の決定木マップ、ナイーブベイズ、ランダムフォレストアルゴリズムを適用します。また、機械学習アルゴリズムを用いてデータを分割します。現時点での研究では、医療ビッグデータ分析の分野において、これらのデータタイプを同時に扱ったものはありません。いくつかの典型的な計算アルゴリズムと比較して、我々が提案するアルゴリズムの計算精度は94.8%に達し、平均速度は単峰型の疾病リスク予測アルゴリズムよりも速く、レポートを生成します。
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- 1. The data originates from internet data collection or provided by service providers, and this platform offers users the ability to view and browse datasets.
- 2. This platform serves only as a basic information display for datasets, including but not limited to image, text, video, and audio file types.
- 3. Basic dataset information comes from the original data source or the information provided by the data provider. If there are discrepancies in the dataset description, please refer to the original data source or service provider's address.
- 1. All datasets on this site are copyrighted by their original publishers or data providers.
- 1. If you need to repost data from this site, please retain the original data source URL and related copyright notices.
- 1. If any data on this site involves infringement, please contact us promptly, and we will arrange for the data to be taken offline.