Name
Title | ||
|---|---|---|
A Bayesian Nonparametric Model for Disease Subtyping: Application to Emphysema Phenotypes. |
Abstract | ||
|---|---|---|
We introduce a novel Bayesian nonparametric model that uses the concept of disease trajectories for disease subtype identification. Although our model is general, we demonstrate that by treating fractions of tissue patterns derived from medical images as compositional data, our model can be applied to study distinct progression trends between population subgroups. Specifically, we apply our algori... |
Year | DOI | Venue |
|---|---|---|
2017 | 10.1109/TMI.2016.2608782 | IEEE Transactions on Medical Imaging |
Keywords | Field | DocType |
Diseases,Trajectory,Data models,Computed tomography,Lungs,Bayes methods,Histograms | COPD,Population,Disease,Multivariate statistics,Ordinary least squares,Single-nucleotide polymorphism,Bioinformatics,Subtyping,Cross-validation,Medicine | Journal |
Volume | Issue | ISSN |
36 | 1 | 0278-0062 |
Citations | PageRank | References |
1 | 0.39 | 5 |
Authors | ||
9 | ||
Name | Order | Citations | PageRank |
|---|---|---|---|
| James C. Ross | 1 | 78 | 8.89 |
| Peter J. Castaldi | 2 | 14 | 4.68 |
| Michael H Cho | 3 | 14 | 4.95 |
| Junxiang Chen | 4 | 5 | 3.87 |
| Yale Chang | 5 | 10 | 3.30 |
| Jennifer G. Dy | 6 | 1567 | 126.18 |
| Edwin K. Silverman | 7 | 58 | 7.75 |
| George R. Washko | 8 | 84 | 11.32 |
| Raúl San José Estépar | 9 | 238 | 29.27 |