ICASSP 2020accepted0 citations
Active Learning with Unsupervised Ensembles of Classifiers
Panagiotis A. Traganitis, Dimitris Berberidis, Georgios B. Giannakis
Abstract
The present work introduces a simple scheme for active classification of data using unsupervised ensembles of classifiers. Uncertainty sampling, with different uncertainty measures, is evaluated for data selection, while an online expectation maximization algorithm is derived to estimate model parameters on-the-fly. Preliminary tests on real data showcase the potential of the novel approach.
BibTeX
@inproceedings{icassp2020_activelearningwi,
title = {Active Learning with Unsupervised Ensembles of Classifiers},
author = {Panagiotis A. Traganitis and Dimitris Berberidis and Georgios B. Giannakis},
booktitle = {ICASSP 2020},
year = {2020}
}