Deep Learning from Heterogeneous Sequences of Sparse Medical Data for Early Prediction of Sepsis.
Mahbub Ul AlamAron HenrikssonJohn Karlsson ValikLogan Morgan WardPontus NauclerHercules DalianisPublished in: HEALTHINF (2020)
Keyphrases
- medical data
- deep learning
- medical images
- medical data mining
- unsupervised learning
- clinical data
- machine learning
- medical information
- unsupervised feature learning
- patient data
- data mining
- restricted boltzmann machine
- medical records
- high dimensional
- hidden markov models
- pattern recognition
- mental models
- deep architectures
- data sets
- knn
- sparse representation
- weakly supervised
- multiscale
- feature extraction
- feature selection
- learning algorithm