Published August 4, 2021 | Version v1
Journal article Open

Three-way decision and conformal prediction: Isomorphisms, differences and theoretical properties of cautious learning approaches

  • 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 

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