A review on speech emotion recognition using deep learning and attention mechanism

E Lieskovská, M Jakubec, R Jarina, M Chmulík - Electronics, 2021 - mdpi.com
Emotions are an integral part of human interactions and are significant factors in determining
user satisfaction or customer opinion. speech emotion recognition (SER) modules also play …

Multi-scale sequential feature selection for disease classification using Raman spectroscopy data

Y Wei, H Chen, B Yu, C Jia, X Cong, L Cong - Computers in Biology and …, 2023 - Elsevier
Raman spectroscopy (RS) optical technology promises non-destructive and fast application
in medical disease diagnosis in a single step. However, achieving clinically relevant …

Hopf physical reservoir computer for reconfigurable sound recognition

MREU Shougat, XF Li, S Shao, K McGarvey… - Scientific Reports, 2023 - nature.com
The Hopf oscillator is a nonlinear oscillator that exhibits limit cycle motion. This reservoir
computer utilizes the vibratory nature of the oscillator, which makes it an ideal candidate for …

On separate normalization in self-supervised transformers

X Chen, Y Wang, Y Du… - Advances in Neural …, 2024 - proceedings.neurips.cc
Self-supervised training methods for transformers have demonstrated remarkable
performance across various domains. Previous transformer-based models, such as masked …

Investigating random variations of the forward-forward algorithm for training neural networks

F Giampaolo, S Izzo, E Prezioso… - 2023 International Joint …, 2023 - ieeexplore.ieee.org
The Forward-forward (FF) algorithm is a new method for training neural networks, proposed
as an alternative to the traditional Backpropagation (BP) algorithm by Hinton. The FF …

Comparing neural networks for speech emotion recognition in customer service interactions

B Waelbers, S Bromuri… - 2022 International Joint …, 2022 - ieeexplore.ieee.org
Automatic speech emotion recognition (SER) may assist call center service employees in
deciphering and regulating customer emotions. In order to contribute to a successful …