Three-way decision and conformal prediction: Isomorphisms, differences and theoretical properties of cautious learning approaches
Authors/Creators
- 1. University of Milano-Bicocca, Viale Sarca 336, 20126, Milano, Italy
- 2. IRCCS Istituto Ortopedico Galeazzi, Via Riccardo Galeazzi 4, 20161 Milano, Italy
Description
This is an entry for the publication titled "Three-way decision and conformal prediction: Isomorphisms, differences and theoretical properties of cautious learning approaches".
You can cite the paper as:
Andrea Campagner, Federico Cabitza, Pedro Berjano, Davide Ciucci.
Three-way decision and conformal prediction: Isomorphisms, differences and theoretical properties of cautious learning approaches.
Information Sciences, Volume 579, 2021, Pages 347-367.
This entry contains both a pre-publication version of the paper, as well as the only non-previously available dataset used in the study.
This dataset, in particular, contains observations for 325 patients, of which 124 have been annotated by two different clinicians.
The legend of the labels is as follows:
0 Normal sagittal alignment
1 Cervical kyphosis
2 Thoracic kyphosis
3 Thoracolumbar kyphosis
4 Lumbar kyphosis
5 Lower lumbar kyphosis
6 Global kyphosis
7 Pelvic kyphosis
While the features are the following:
PI: pelvic incidence
PT: pelvic tilt
SS: sacral slope
LL: lumbar lordosis
LLL: lower lumbar lordosis
TLK: thoraco-lumbar kyphosis
TK: thoracic kyphosis
SVA: sagittal vertical axis
T1PA: T1 pelvic angle
sex: 0=female; 1=male
type of X-ray: 0=EOS; 1=traditional X-ray
Files
paper_prepublication.pdf
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(2.6 MB)
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