Physics-Embedded Machine Learning for Electromagnetic Data Imaging: Examining three types of data-driven imaging methods.
Rui GuoTianyao HuangMaokun LiHaiyang ZhangYonina C. EldarPublished in: IEEE Signal Process. Mag. (2023)
Keyphrases
- data driven
- statistical methods
- machine learning
- data sets
- data analysis
- raw data
- fluorescence microscopy
- data collection
- high quality
- data structure
- data mining methods
- data points
- data mining techniques
- image processing
- data processing
- artificial intelligence
- machine learning methods
- data acquisition
- database
- physical models
- statistical tests
- data mining
- human experts
- image data
- data sources
- image analysis
- missing data
- statistical analysis
- missing values
- noisy data
- background knowledge
- spatial data
- learning algorithm
- knowledge discovery
- learning models
- significant improvement
- data reduction
- bayesian methods
- high resolution