Isel Del Carmen Grau Garcia, Dipankar Sengupta, Maria M. Garcia Lorenzo, Ann Nowe
In this paper, we propose a novel and interpretable grey-box ensemble using a self-labeled approach for semi-supervised classification problems. The prospective grey-box ensembles a more interpretable white-box model with a black-box technique. This scheme could guide the comparatively data expensive white-box component with the results from the more accurate black-box part. We evaluate the proposal in an inductive learning setting showing good performance in partially labeled datasets.
Grau Garcia, IDC, Sengupta, D, Garcia Lorenzo, MM & Nowe, A 2016, Grey-Box Model: An ensemble approach for addressing semi-supervised classification problems. in Proceedings of the 25th Belgian-Dutch Conference on Machine Learning BENELEARN 2016. pp. 1-3, 25th Belgian-Dutch Conference on Machine Learning, Kortrijk, Belgium, 12/09/16. <https://www.kuleuven-kulak.be/benelearn/papers/Benelearn_2016_paper_45.pdf>
Grau Garcia, I. D. C., Sengupta, D., Garcia Lorenzo, M. M., & Nowe, A. (2016). Grey-Box Model: An ensemble approach for addressing semi-supervised classification problems. In Proceedings of the 25th Belgian-Dutch Conference on Machine Learning BENELEARN 2016 (pp. 1-3) https://www.kuleuven-kulak.be/benelearn/papers/Benelearn_2016_paper_45.pdf
@inproceedings{1e62f7ad38d34c2097e699a52b4ca441,
title = "Grey-Box Model: An ensemble approach for addressing semi-supervised classification problems",
abstract = "In this paper, we propose a novel and interpretable grey-box ensemble using a self-labeled approach for semi-supervised classification problems. The prospective grey-box ensembles a more interpretable white-box model with a black-box technique. This scheme could guide the comparatively data expensive white-box component with the results from the more accurate black-box part. We evaluate the proposal in an inductive learning setting showing good performance in partially labeled datasets.",
keywords = "ensemble classifiers, semi-supervised classification, interpretability",
author = "{Grau Garcia}, {Isel Del Carmen} and Dipankar Sengupta and {Garcia Lorenzo}, {Maria M.} and Ann Nowe",
year = "2016",
month = sep,
day = "12",
language = "English",
pages = "1--3",
booktitle = "Proceedings of the 25th Belgian-Dutch Conference on Machine Learning BENELEARN 2016",
note = "25th Belgian-Dutch Conference on Machine Learning, BENELEARN 2016 ; Conference date: 12-09-2016 Through 13-09-2016",
url = "https://www.kuleuven-kulak.be/benelearn/index.html",
}