Ensemble deep learning: A review

MA Ganaie, M Hu, AK Malik, M Tanveer… - … Applications of Artificial …, 2022 - Elsevier
Deep ensemble learning models combine the advantages of both the deep learning models
as well as the ensemble learning … This paper reviews the state-of-art deep ensemble models …

[HTML][HTML] A comprehensive review on ensemble deep learning: Opportunities and challenges

A Mohammed, R Kora - Journal of King Saud University-Computer and …, 2023 - Elsevier
ensemble deep learning models. Finally, we comprehensively survey numerous research
efforts that used ensemble learning … on ensemble learning and deep learning techniques …

Ensemble deep learning in bioinformatics

Y Cao, TA Geddes, JYH Yang, P Yang - Nature Machine Intelligence, 2020 - nature.com
… popular field of ensemble deep learning and its application to various … ensemble and deep
learning, and summarize and categorize the latest developments in ensemble deep learning. …

A survey on ensemble learning under the era of deep learning

Y Yang, H Lv, N Chen - Artificial Intelligence Review, 2023 - Springer
… routes of both traditional ensemble learning and ensemble deep learning. First, … of ensemble
learning and the gap between ensemble deep learning and traditional ensemble learning. …

Ensemble deep learning for speech recognition

L Deng, J Platt - Proc. interspeech, 2014 - microsoft.com
… also explore log-linear stacking in ensemble learning, which has some special … deep
learning subsystems. Finally, we apply stacking only at a component of the full ensemble-learning

The ensemble deep learning model for novel COVID-19 on CT images

T Zhou, H Lu, Z Yang, S Qiu, B Huo, Y Dong - Applied soft computing, 2021 - Elsevier
… We propose an ensemble deep learning model for novel COVID-19 detection from CT …
Transfer learning was used to initialize model parameters and pretrain three deep convolutional …

Deep learning ensemble for hyperspectral image classification

Y Chen, Y Wang, Y Gu, X He… - IEEE Journal of …, 2019 - ieeexplore.ieee.org
… advantages of deep learning and the ensemble method, a deep learning ensemble method
is proposed for HSI classification. There are two core factors that define a good ensemble-…

[HTML][HTML] An effective ensemble deep learning framework for text classification

A Mohammed, R Kora - Journal of King Saud University-Computer and …, 2022 - Elsevier
… in recent years to incorporate the ensemble and DNN methods. … ensemble deep learning is
to introduce deep learning directly … deep learning models on the proposed ensemble method. …

Ensemble deep learning in speech signal tasks: a review

M Tanveer, A Rastogi, V Paliwal, MA Ganaie, AK Malik… - Neurocomputing, 2023 - Elsevier
Deep learning and ensemble learning are the two most … Ensemble deep learning is a recent
development which … In this paper, we extensively review the use of ensemble deep learning

Breast cancer detection using an ensemble deep learning method

A Das, MN Mohanty, PK Mallick, P Tiwari… - … Signal Processing and …, 2021 - Elsevier
… In this work, the effectiveness of the deep learning model is … designing a stacked ensemble
deep learning model that can … is considered using the proposed ensemble model. The gene …