Automated credit rating prediction (ACRP) algorithms are used to predict the ratings of bonds without having to trust one rating agency, like Moody’s, Fitch or S&P. Nevertheless, for the moment, the accuracy of ACRP algorithms is investigated by empirical tests. In this paper, the framework for a competitive analysis is set and afterwards in this framework, the definition of competitive ACRP algorithms and its demonstration is given. In this way, for a competitive ACRP algorithm, a worst-case guarantee concerning the misclassification error is offered. Furthermore, several ACRP algorithms from the literature are compared according their competitiveness.
Keywords: Automated credit rating prediction, competitive analysis, financial bond credit rating
Gangolf, Claude 1, 2 ; Dochow, Robert 1 ; Schmidt, Günter 1, 3 ; Tamisier, Thomas 2
@article{RO_2016__50_4-5_749_0,
author = {Gangolf, Claude and Dochow, Robert and Schmidt, G\"unter and Tamisier, Thomas},
title = {Automated {Credit} {Rating} {Prediction} in a competitive framework},
journal = {RAIRO - Operations Research - Recherche Op\'erationnelle},
pages = {749--765},
year = {2016},
publisher = {EDP-Sciences},
volume = {50},
number = {4-5},
doi = {10.1051/ro/2016030},
zbl = {1358.91106},
mrnumber = {3570528},
language = {en},
url = {http://geodesic.mathdoc.fr/articles/10.1051/ro/2016030/}
}
TY - JOUR AU - Gangolf, Claude AU - Dochow, Robert AU - Schmidt, Günter AU - Tamisier, Thomas TI - Automated Credit Rating Prediction in a competitive framework JO - RAIRO - Operations Research - Recherche Opérationnelle PY - 2016 SP - 749 EP - 765 VL - 50 IS - 4-5 PB - EDP-Sciences UR - http://geodesic.mathdoc.fr/articles/10.1051/ro/2016030/ DO - 10.1051/ro/2016030 LA - en ID - RO_2016__50_4-5_749_0 ER -
%0 Journal Article %A Gangolf, Claude %A Dochow, Robert %A Schmidt, Günter %A Tamisier, Thomas %T Automated Credit Rating Prediction in a competitive framework %J RAIRO - Operations Research - Recherche Opérationnelle %D 2016 %P 749-765 %V 50 %N 4-5 %I EDP-Sciences %U http://geodesic.mathdoc.fr/articles/10.1051/ro/2016030/ %R 10.1051/ro/2016030 %G en %F RO_2016__50_4-5_749_0
Gangolf, Claude; Dochow, Robert; Schmidt, Günter; Tamisier, Thomas. Automated Credit Rating Prediction in a competitive framework. RAIRO - Operations Research - Recherche Opérationnelle, Special issue - Advanced Optimization Approaches and Modern OR-Applications, Tome 50 (2016) no. 4-5, pp. 749-765. doi: 10.1051/ro/2016030
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