A novel lifelong machine learning-based method to eliminate calibration drift in clinical prediction models.
Shengqiang ChiYu TianFeng WangTianshu ZhouShan JinJingsong LiPublished in: Artif. Intell. Medicine (2022)
Keyphrases
- machine learning methods
- machine learning
- prediction model
- significant improvement
- detection method
- statistical model
- model selection
- predictive model
- moving average
- probabilistic model
- natural language processing
- preprocessing
- parameter estimation
- clustering method
- computational complexity
- data streams
- calibration method
- autoregressive
- statistical methods
- error accumulation
- camera calibration
- segmentation method
- regression model
- prediction accuracy
- machine learning algorithms
- supervised learning
- prior knowledge
- objective function
- computer vision