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Automated layer-wise solution for ensemble deep randomized feed-forward neural network
(
Elsevier B.V.
, 2022 , Article)
The randomized feed-forward neural network is a single hidden layer feed-forward neural network that enables efficient learning by optimizing only the output weights. The ensemble deep learning framework significantly ...
Ensemble deep learning: A review
(
Elsevier Ltd
, 2022 , Other)
Ensemble learning combines several individual models to obtain better generalization performance. Currently, deep learning architectures are showing better performance compared to the shallow or traditional models. Deep ...
Minimum Variance Embedded Random Vector Functional Link Network with Privileged Information
(
Institute of Electrical and Electronics Engineers Inc.
, 2022 , Conference Paper)
A teacher in a school plays significant role in classroom while teaching the students. Similarly, learning via privileged information (LUPI) gives extra information generated by a teacher to 'teach' the learning algorithm ...
Oblique and rotation double random forest
(
Elsevier Ltd
, 2022 , Article)
Random Forest is an ensemble of decision trees based on the bagging and random subspace concepts. As suggested by Breiman, the strength of unstable learners and the diversity among them are the ensemble models’ core strength. ...