Title | ||
---|---|---|
Multi-label classification of chronically ill patients with bag of words and supervised dimensionality reduction algorithms. |
Abstract | ||
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•We study discrete medical time series datasets with multi-label classification.•We focus on chronically ill patients with multiple illnesses.•We use Bag of Words quantization on medical time series.•We compare multi-label classification and dimensionality reduction algorithms. |
Year | DOI | Venue |
---|---|---|
2014 | 10.1016/j.jbi.2014.05.010 | Journal of Biomedical Informatics |
Keywords | Field | DocType |
Multi-label classification,Complex patient,Diabetes type 2,Clinical data,Dimensionality reduction,Kernel methods | Bag-of-words model,Data mining,Dimensionality reduction,Computer science,Multi-label classification,Artificial intelligence,Missing data,Pattern recognition,Ranking,Algorithm,Kernel method,Quantization (signal processing),Statistical classification,Machine learning | Journal |
Volume | Issue | ISSN |
51 | C | 1532-0464 |
Citations | PageRank | References |
11 | 0.71 | 24 |
Authors | ||
4 |
Name | Order | Citations | PageRank |
---|---|---|---|
Stefano Bromuri | 1 | 190 | 20.11 |
Damien Zufferey | 2 | 358 | 22.61 |
Jean Hennebert | 3 | 417 | 38.70 |
Michael Schumacher | 4 | 631 | 66.46 |