loading
Papers Papers/2022 Papers Papers/2022

Research.Publish.Connect.

Paper

Paper Unlock

Authors: Lieven Billiet ; Sabine Van Huffel and Vanya Van Belle

Affiliation: KU Leuven, iMinds and Medical Information Technologies, Belgium

Keyword(s): Sparse Optimization, Interpretability, Scoring Systems.

Related Ontology Subjects/Areas/Topics: Classification ; Feature Selection and Extraction ; Pattern Recognition ; Sparsity ; Theory and Methods

Abstract: Scoring systems have been used since long in medical practice, but often they are based on experience rather than a structural approach. In literature, the interval coded scoring index (ICS) has been introduced as an alternative. It derives a scoring system from data using optimization techniques. This work discusses an extension, ICS*, that takes variable interactions into account. Furthermore, a study is performed to give insight into the new model’s sensitivity to noise, the size of the data set and the number of non-informative variables. The study shows interactions can mostly be discovered robustly, even in the presence of noise and spurious variables. A final validation on two UCI data sets further indicates the quality of the approach.

CC BY-NC-ND 4.0

Sign In Guest: Register as new SciTePress user now for free.

Sign In SciTePress user: please login.

PDF ImageMy Papers

You are not signed in, therefore limits apply to your IP address 18.217.98.175

In the current month:
Recent papers: 100 available of 100 total
2+ years older papers: 200 available of 200 total

Paper citation in several formats:
Billiet, L.; Huffel, S. and Belle, V. (2016). Interval Coded Scoring Index with Interaction Effects - A Sensitivity Study. In Proceedings of the 5th International Conference on Pattern Recognition Applications and Methods - ICPRAM; ISBN 978-989-758-173-1; ISSN 2184-4313, SciTePress, pages 33-40. DOI: 10.5220/0005646500330040

@conference{icpram16,
author={Lieven Billiet. and Sabine Van Huffel. and Vanya Van Belle.},
title={Interval Coded Scoring Index with Interaction Effects - A Sensitivity Study},
booktitle={Proceedings of the 5th International Conference on Pattern Recognition Applications and Methods - ICPRAM},
year={2016},
pages={33-40},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0005646500330040},
isbn={978-989-758-173-1},
issn={2184-4313},
}

TY - CONF

JO - Proceedings of the 5th International Conference on Pattern Recognition Applications and Methods - ICPRAM
TI - Interval Coded Scoring Index with Interaction Effects - A Sensitivity Study
SN - 978-989-758-173-1
IS - 2184-4313
AU - Billiet, L.
AU - Huffel, S.
AU - Belle, V.
PY - 2016
SP - 33
EP - 40
DO - 10.5220/0005646500330040
PB - SciTePress

- Science and Technology Publications, Lda.
RESOURCES

Proceedings

Papers

Authors

Ontology

CONTACTS

Science and Technology Publications, Lda
Avenida de S. Francisco Xavier, Lote 7 Cv. C,
2900-616 Setúbal, Portugal.

Phone: +351 265 520 185 (National fixed network call)
Fax: +351 265 520 186
Email: info@scitepress.org

EXTERNAL LINKS

PRIMORIS

INSTICC

SCITEVENTS

CROSSREF

PROCEEDINGS SUBMITTED FOR INDEXATION BY:

dblp

Ei Compendex

SCOPUS

Semantic Scholar

Google Scholar

Microsoft Academic