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Predictive modelling of diseases based on a network and machine learning approach

Research Disease prediction ACIIDS 2022 My Paper

Chronic diseases have become the first prioritized concern of the health industry, so understanding the disease progression is necessary for predicting, planning and preparing resources to prevent and cure the diseases most effectively. Basing on patients’ medical history, this research analyzes and builds disease network to exploit hidden information showing the disease relations and progressions, applys machine learning models to assess the risks of morbidity and predicts the risk of contracting cardiovascular diseases (CVD) in patients with type-2 diabetes (T2D). The research data includes 249,809 medical histories of 65,337 patients in Ho Chi Minh City, Vietnam. The accuracies of the four prediction models (SVM, DT, RF and KNN) range from 78% to 80%. The predicted data can be used promisingly as a reference for medical specialists to provide effective healthcare guidance to patients as well as for healthcare service providers to use their data effectively and enhance their service quality. (view more)

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Overview of prediction framework

TTBaseUIKit - Framework to Build UI Programmatically

DevLife iOS Swift UI programmatically SwiftPM Cocoapods

With TTBaseUIKit, you can build apps in the fastest and most efficient way. The current release of TTBaseUIKit supports all versions of iOS and OS X since the introduction of Auto Layout on each platform, in Swift language with a single codebase.

Language Support: Swift, iOS minimum Deployment Target: iOS 10.0 (view more)

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TTBaseUIKit - Framework to Build UI Programmatically

Apple Watch Serial - Learn about SwiftUI and how to build the apple watch app

DevLife AppleWatch Swift SwiftUI 12bay

Learn about SwiftUI to build apple watch app for 12bay app.Through this part, the desired result is to build 12bay application for apple watch and learn about new knowledge such as SwiftUI, Combine framework in the field of Wearable App Integration.

Completing this serial, we must know the following knowledge:

  1. Have knowledge about SwiftUI.

  2. Have knowledge about Combine framework

  3. Have knowledge about Watchkit app architecture

  4. Have knowledge about HealthKit, WatchKit

  5. Develop 12Bay application on watchOS

(view more)

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12Bay Apple Watch Application