PATIENT CASE SIMILARITY IDENTIFICATION SYSTEM
ICD python dictionary
(Adaptive Semi Supervised Recursive tree)
https://core.ac.uk/download/pdf/82675932.pdf
Patient Similarity: Emerging Concepts in Systems and Precision Medicine
https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5121278/
Machine Learning of Patient Similarity
https://www.computer.org/csdl/proceedings/bibmw/2010/8303/00/05703846.pdf
Measuring Patient Similarities via A Deep Architecture with Medical Concept Embedding
https://par.nsf.gov/servlets/purl/10026424
Fuzzy clustering
Contextual embedding of medical Text
Self organizing Maps(SOM)
NLP library
Spacy and Genism
K-Means
within-cluster sum of square (WSS)
http://ceur-ws.org/Vol-1996/paper10.pdf
LAyer wise Propogation
http://danshiebler.com/2017-04-16-deep-taylor-lrp/
https://arxiv.org/abs/1604.00825
medical Data Dictionaries
WHODD
MeDRA
deep survival model
risk backpropogation
cox elastic net
**Cox Proportional hazard ** Data Assimilation matrix trifactorization'
Kmeans Clustering
Hierarchical and 2-step clustering
decide k in clustering
- Elbow method
- Silhouette index.
Similarity measure
Gower Distance