Transferable discriminant linear regression for cross-corpus speech emotion recognition

S Li, P Song, W Zhang - Applied Acoustics, 2022 - Elsevier
Speech emotion recognition (SER) has attracted much interest recently due to its wide
applications. However, it should be noted that most SER methods are conducted on the …

Cross-corpus speech emotion recognition based on joint transfer subspace learning and regression

W Zhang, P Song, D Chen, C Sheng… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Speech emotion recognition has become an attractive research topic due to various
emotional states of speech signals in real-life scenarios. Most current speech emotion …

Cross-corpus speech emotion recognition based on domain-adaptive least-squares regression

Y Zong, W Zheng, T Zhang… - IEEE signal processing …, 2016 - ieeexplore.ieee.org
In this letter, a novel cross-corpus speech emotion recognition (SER) method using domain-
adaptive least-squares regression (DaLSR) model is proposed. In this method, an additional …

Transfer linear subspace learning for cross-corpus speech emotion recognition

P Song - IEEE transactions on affective computing, 2017 - ieeexplore.ieee.org
Speech emotion recognition has received an increasing interest in recent years, which is
often conducted on the assumption that speech utterances in training and testing datasets …

Cross‐Corpus Speech Emotion Recognition Based on Transfer Learning and Multi‐Loss Dynamic Adjustment

H Tao, Y Wang, Z Zhuang, H Fu… - Computational …, 2022 - Wiley Online Library
In this paper, we do research on cross‐corpus speech emotion recognition (SER), in which
the training and testing speech signals come from different speech corpus. The mismatched …

Transfer sparse discriminant subspace learning for cross-corpus speech emotion recognition

W Zhang, P Song - IEEE/ACM Transactions on Audio, Speech …, 2019 - ieeexplore.ieee.org
Cross-corpus speech emotion recognition has attracted much attention due to the
widespread existence of various emotional speech in life. It takes one corpus for training and …

Nonnegative matrix factorization based transfer subspace learning for cross-corpus speech emotion recognition

H Luo, J Han - IEEE/ACM Transactions on Audio, Speech, and …, 2020 - ieeexplore.ieee.org
This article focuses on the cross-corpus speech emotion recognition (SER) task. To
overcome the problem that the distribution of training (source) samples is inconsistent with …

Speech emotion recognition using transfer learning

P Song, Y Jin, L Zhao, M Xin - IEICE TRANSACTIONS on …, 2014 - search.ieice.org
A major challenge for speech emotion recognition is that when the training and deployment
conditions do not use the same speech corpus, the recognition rates will obviously drop …

Cross-corpus speech emotion recognition using joint distribution adaptive regression

J Zhang, L Jiang, Y Zong, W Zheng… - ICASSP 2021-2021 …, 2021 - ieeexplore.ieee.org
In this paper, we focus on the research of cross-corpus speech emotion recognition (SER),
in which the training and testing speech signals in cross-corpus SER belong to dierent …

Speech emotion recognition based on transfer emotion-discriminative features subspace learning

Z Kexin, L Yunxiang - IEEE Access, 2023 - ieeexplore.ieee.org
Cross-corpus speech emotion recognition (SER) is a hot topic in emotion classification.
Cross-corpus SER includes these four issues: feature selection, differences constraint, label …