Peng Song's Space

学术论文: （谷歌学术）

# 学生，* 通讯作者

2025年

  1. Shixuan Zhou, Yi Xiang, Han Huang, Pei Huang, Chaoda Peng, Xiaowei Yang, Peng Song，Unsupervised feature selection with evolutionary sparsity。 Neural Networks, 2025，189: 107512.[PDF]
  2. Xingxin Wan, Peng Song, Siqi Fu, Changjia Wang. Dynamic Graph-Guided Domain-Invariant Feature Representation for Cross-Domain Facial Expression Recognition. IEICE Transactions on Information and Systems, 2025. (Accepted)
  3. Yang Liu, Xin Chen, Zhichao Peng, Yongwei Li, Xingfeng Li, Peng Song, Masashi Unoki and Zhen Zhao. Enhancing Speech Emotion Recognition with Conditional Emotion Feature Diffusion and Progressive Interleaved Learning Strategy. IEEE Transactions on Audio, Speech and Language Processing, 2025, [PDF]
  4. Changjia Wang#, Peng Song*. Robust Multi-view Unsupervised Feature Selection via Latent Consensus Structure Learning. Information Sciences, 2025, 713: 122177. [PDF] [code]
  5. Peng Song*, Jinshai Mu#, Yuanbo Cheng, Wenming Zheng. Essential anchor graph learning for incomplete multi-view clustering. Engineering Applications of Artificial Intelligence, 2025, 145: 110194. [PDF] [code]
  6. Beihua Yang#, Peng Song*, Yuanbo Cheng, Zhaowei Liu, Yanwei Yu. Label Completion Based Concept Factorization for Incomplete Multi-View Clustering. Knowledge-Based Systems, 2025, 310: 112953. [PDF] [code]
  7. Guanghao Du#, Peng Song*, Yuanbo Cheng, Zhaowei Liu, Yanwei Yu, Wenming Zheng. Weighted Tensor-based Consistent Anchor Graph Learning for Multi-view Clustering. Neurocomputing, 2025, 620: 129253. [PDF] [code]
  8. Changjia Wang#, Peng Song*, Meng Duan, Shixuan Zhou, Yuanbo Cheng. Low-rank Tensor Based Smooth Representation Learning for Multi-view Unsupervised Feature Selection. Knowledge-Based Systems, 2025, 309: 112902. [PDF] [code]
  9. Shaokai Li#, Yixuan Ji, Peng Song*, Haoqin Sun, Wenming Zheng. Multi-modal Speech Emotion Recognition via Feature Distribution Adaptation Network. arXiv:2410.22023, 2025, [PDF] [code]
  10. Meng Duan#, Peng Song*, Shixuan Zhou, Jinshuai Mu, Wenming Zheng. High-order Correlation Preserved Multi-view Unsupervised Feature Selection. Engineering Applications of Artificial Intelligence 2025, 139-A, 109507. [PDF] [code]
  11. Beihua Yang#, Peng Song*, Yuanbo Cheng, Shixuan Zhou, Zhaowei Liu. Enhanced Tensor Based Embedding Anchor Learning for Multi-View Clustering. Information Sciences 2025, 690, 121532. [PDF] [code]
  12. Siqi Fu#, Peng Song*, Hao Wang, Zhaowei Liu, Wenming Zheng. Common Discriminative Latent Space Learning for Cross-Domain Speech Emotion Recognition. IEEE Transactions on Computational Social Systems 2025 [PDF] [code]
  13. Hao Wang#, Yixuan Ji, Peng Song*, Zhaowei Liu. High-order Similarity Learning Based Domain Adaptation for Speech Emotion Recognition. Applied Acoustics 2025, 231: 110555. [PDF] [code]
  14. Yunfang Zhang, Yun Jin, Guolin Chen, Yong Ma, Maoshen Jia, Peng Song. Using Corrected ASR Projection to Improve AD Recognition Performance from Spontaneous Speech. In: ICASSP 2025, India. [PDF]

2024年

  1. Yuanbo Cheng#, Peng Song*. Incomplete Multi-view Clustering via Confidence Graph Completion Based Tensor Decomposition. Expert Systems With Applications 2024, 258, 125151. [PDF] [code]
  2. Peng Song*, Shixuan Zhou#, Jinshuai Mu, Meng Duan, Yanwei Yu, Wenming Zheng. Clean Affinity Matrix Induced Hyper-Laplacian Regularization for Unsupervised Multi-view Feature Selection. Information Sciences 2024 [PDF] [code]
  3. Meng Duan#, Peng Song*, Shixuan Zhou, Jinshuai Mu, Zhaowei Liu. Consensus and Discriminative Non-negative Matrix Factorization for Multi-view Unsupervised Feature Selection. Digital Signal Processing 2024, 154, 104668. [PDF] [code]
  4. Hao Wang#, Peng Song*, Shenjie Jiang, Run Wang, Shaokai Li, Tao Liu. Domain Adaptive Dual-Relaxation Regression for Speech Emotion Recognition. Applied Acoustics 2024, 224, 110118. [PDF] [code]
  5. Peng Song*, Zhaohu Liu#, Jinshuai Mu, Yuanbo Cheng. Deep Embedding Based Tensor Incomplete Multi-view Clustering. Digital Signal Processing 2024, 151, 104534. [PDF]
  6. Yuanbo Cheng#, Peng Song*, Jinshuai Mu, Yanwei Yu, Wenming Zheng. Comprehensive Multi-view Self-Representations for Clustering. Expert Systems With Applications 2024, 251, 124103. [PDF] [code]
  7. Run Wang#, Peng Song*, Wenming Zheng. Graph-Diffusion-Based Domain-Invariant Representation Learning for Cross-Domain Facial Expression Recognition. IEEE Transactions on Computational Social Systems 2024, 11(3): 4163-4174. [PDF]
  8. Shixuan Zhou#, Peng Song*. Consistency-Exclusivity Guided Unsupervised Multi-view Feature Selection. Neurocomputing 2024, 569, 127119. [PDF] [code]
  9. Zhaohu Liu#, Peng Song*. Deep Low-rank Tensor Embedding for Multi-view Subspace Clustering. Expert Systems With Applications 2024, 237, Part C, 121518. [PDF]
  10. Zhaohu Liu#, Peng Song*, Jinshuai Mu, Wenming Zheng. Shared Latent Embedding Learning for Multi-View Subspace Clustering. IEICE TRANSACTIONS on Information and Systems, 2024, E107–D (1), 148-152. [PDF]
  11. Run Wang#, Peng Song*, Shaokai Li, Liang Ji, Wenming Zheng. Common Latent Embedding Space for Cross-Domain Facial Expression Recognition. IEEE Transactions on Computational Social Systems. 2024, 11(2): 2046-2056. [PDF]
  12. Shenjie Jiang#, Peng Song*, Shaokai Li, Run Wang, Wenming Zheng. Multi-Source Unsupervised Transfer Components Learning for Cross-Domain Speech Emotion Recognition. ICASSP 2024, Seoul, Korea, 10226-10230.[PDF] [Poster]
  13. Zhiwei Niu, Shifeng Ou, Peng Song, Ying Gao. Acoustic Echo Cancellation Based on Two‐stage BLSTM. Electronics Letters, 2024, 60(7): e13164. [PDF]

2023年

  1. Wenjing Zhang#, Peng Song*, Wenming Zheng. Joint Local-Global Discriminative Subspace Transfer Learning for Facial Expression Recognition. IEEE Transactions on Affective Computing. 2023, 14(3), 2484-2495. [PDF]
  2. Jinshuai Mu#, Peng Song*, Yanwei Yu, Wenming Zheng. Tensor-Based Consensus Learning for Incomplete Multi-view Clustering. Expert Systems With Applications 2023, 234, 121013. [PDF] [code]
  3. Shaokai Li#, Peng Song*, Wenming Zheng. Multi-Source Discriminant Subspace Alignment for Cross-Domain Speech Emotion Recognition. IEEE/ACM Transactions on Audio, Speech, and Language Processing. 2023, 31, 2448-2460. [PDF] [code]
  4. Dongliang Chen#, Peng Song*, Wenming Zheng. Learning Transferable Sparse Representations for Cross-corpus Facial Expression Recognition. IEEE Transactions on Affective Computing. 2023, 14(2):1322-1333. [PDF]
  5. Tao Liu#, Peng Song*, Liang Ji, Shaokai Li. Adaptive Graph Regularized Transferable Regression for Facial Expression Recognition. Digital Signal Processing 2023, 139, 104082. [PDF]
  6. Shixuan Zhou#, Peng Song*, Yanwei Yu, Wenming Zheng. Structural regularization based discriminative multi-view unsupervised feature selection. Knowledge-Based Systems 2023, 272, 110601. [PDF] [code]
  7. Liang Ji#, Peng Song*, Wenjing Zhang, Shaokai Li. Learning Transferable Non-negative Feature Representation for Facial Expression Recognition. Digital Signal Processing 2023, 139, 104060. [PDF]
  8. Jinshuai Mu#, Peng Song*, Xiangyu Liu, Shaokai Li. Dual-graph Regularized Concept Factorization for Multi-view Clustering. Expert Systems With Applications 2023, 223, 119949. [PDF]
  9. Shixuan Zhou#, Peng Song*, Zihao Song, Liang Ji. Soft-Label Guided Non-Negative Matrix Factorization for Unsupervised Feature Selection. Expert Systems With Applications 2023, 216, 119468. [PDF] [code]
  10. Xiangyu Liu#, Peng Song*. Virtual label guided multi-view non-negative matrix factorization for data clustering. Digital Signal Processing 2023, 133, 103888. [PDF]
  11. Zihao Song#, Peng Song*, Latent Energy Preserving Embedding for Unsupervised Feature Selection. Digital Signal Processing, 2023, 132, 103794. [PDF]
  12. 宋鹏*，李绍凯#, 张雯婧, 郑文明, 赵力. 基于迁移判别回归的跨域语音情感识别. 信号处理. 2023, 39(4): 649-657. [PDF]
  13. Shenjie Jiang#, Peng Song*, Shaokai Li, Keke Zhao. Unsupervised Transfer Components Learning for Cross-Domain Speech Emotion Recognition. In: INTERSPEECH 2023, Dublin, Ireland. 4538-4542. [PDF] [Slides]
  14. Keke Zhao#, Peng Song*, Shaokai Li, Wenming Zheng. Joint Instance Reconstruction and Feature Subspace Alignment for Cross-Domain Speech Emotion Recognition. In: INTERSPEECH 2023, Dublin, Ireland. 894-898. [PDF] [Poster]
  15. Shaokai Li#, Peng Song*, Liang Ji, Yun Jin, Wenming Zheng. A Generalized Subspace Distribution Adaptation Framework for Cross-Corpus Speech Emotion Recognition. In: ICASSP 2023, Rhodes island, Greece.[PDF] [Slides] [Poster] [code]
  16. Shenjie Jiang#, Peng Song*, Run Wang, Shaokai Li, Wenming Zheng. Graph-Guided Transferable Regression for Cross-Domain Speech Emotion Recognition, CCBR 2023, Xuzhou, China, 225-234. [PDF] [Slides]

2022年

  1. Weijian Zhang#, Peng Song*, Dongliang Chen, Chao Sheng, Wenjing Zhang. Cross-corpus Speech Emotion Recognition Based on Joint Transfer Subspace Learning and Regression. IEEE Transactions on Cognitive and Developmental Systems. 2022, 14(2): 588-598.
  2. Xiangyu Liu#, Peng Song*. Incomplete Multi-view Clustering via Virtual-label Guided Matrix Factorization. Expert Systems With Applications 2022, 210, 118408.
  3. Shaokai Li#, Peng Song*, Wenjing Zhang. Transferable Discriminant Linear Regression for Cross-corpus Speech Emotion Recognition. Applied Acoustics 2022, 197:108919.
  4. Xiangyu Liu#, Peng Song*, Chao Sheng, Wenjing Zhang. Robust Multi-view Non-negative Matrix Factorization for Clustering. Digital Signal Processing 2022, 123:103447.
  5. Liang Ji#, Peng Song*, Wenjing Zhang. Transferable Discriminative Non-negative Matrix Factorization for Cross-database Facial Expression Recognition. Digital Signal Processing 2022, 123:103424.
  6. Chao Sheng#, Peng Song*. Graph Regularized Virtual Label Regression for Unsupervised Feature Selection. Digital Signal Processing 2022, 123:103393.
  7. Keke Zhao#, Peng Song*, Shaokai Li, Wenjing Zhang, Wenming Zheng.“A novel Adaptive Weighted Transfer Subspace Learning Method for Cross-database Speech Emotion Recognition”. IEICE TRANSACTIONS on Information and Systems, 2022, E105–D (9), 1643-1646.
  8. Wenjing Zhang#, Peng Song*, Wenming Zheng. A Novel Transferable Sparse Regression Method for Cross-database Facial Expression Recognition. IEICE TRANSACTIONS on Information and Systems, 2022, E105–D (1), 175-179.
  9. Zihao Song#, Peng Song*, Chao Sheng, Wenming Zheng, Wenjing Zhang, Shaokai Li. A Novel Discriminative Virtual Label Regression Method for Unsupervised Feature Selection. IEICE TRANSACTIONS on Information and Systems, 2022, E105–D (1), 184-188.
  10. Shaokai Li#, Peng Song*, Keke Zhao, Wenjing Zhang, Wenming Zheng. Coupled Discriminant Subspace Alignment for Cross-database Speech Emotion Recognition. In: INTERSPEECH 2022, Incheon, Korea, 4695-4699. Video Poster

2021年

  1. Peng Song*, Wenming Zheng, Yanwei Yu, Shifeng Ou. Speech Emotion Recognition Based on Robust Discriminative Sparse Regression. IEEE Transactions on Cognitive and Developmental Systems, 2021, 2, 343-353.
  2. Chao Sheng#, Peng Song*, Weijian Zhang, Dongliang Chen. Dual-graph Regularized Subspace Learning Based Feature Selection. Digital Signal Processing 2021, 117:103175.
  3. Wenjing Zhang#, Peng Song*, Dongliang Chen, Weijian Zhang. Latent Sparse Transfer Subspace Learning for Cross-Corpus Facial Expression Recognition. Digital Signal Processing 2021, 116:103121.
  4. Dongliang Chen#, Peng Song*. Dual-Graph Regularized Discriminative Transfer Sparse Coding for Facial Expression Recognition. Digital Singal Processing 2021, 108, 102906.
  5. 盛超#, 宋鹏*, 郑文明, 赵力. 基于子空间学习和伪标签回归的无监督特征选择. 信号处理. 2021, 37 (9): 1701-1708.
  6. 张雯婧#, 宋鹏*, 陈栋梁, 郑文明, 赵力. 基于稀疏子空间迁移学习的跨域人脸表情识别. 数据采集与处理. 2021, 36(1):113-121.
  7. 李绍凯#, 宋鹏*, 张雯婧, 郑文明, 赵力. 基于迁移回归的跨域语音情感识别. 全国人机语音通讯学术会议 (NCMMSC2021), 徐州, 中国. （最佳论文提名）
  8. Keke Zhao#, Peng Song*, Wenjing Zhang, Weijian Zhang, Shaokai Li, Dongliang Chen, Wenming Zheng. Cross-corpus Speech Emotion Recognition Based on Sparse Subspace Transfer Learning. Chinese Conference on Biometrics Recognition (CCBR2021), Shanghai, China, 2021, 466–473.Video, Slides

2020年

  1. Peng Song*, Wenming Zheng. Feature Selection Based Transfer Subspace Learning for Speech Emotion Recognition. IEEE Transactions on Affective Computing. 2020, 11(3): 373-382.
  2. Tengfei Song, Wenming Zheng, Peng Song, Zhen Cui, EEG Emotion Recognition Using Dynamical Graph Convolutional Neural Networks, IEEE Transactions on Affective Computing. 2020, 11(3): 532-541. （最佳论文，ESI高被引）
  3. Weijian Zhang#, Peng Song*. Transfer sparse discriminant subspace learning for cross-corpus speech emotion recognition. IEEE/ACM Transactions on Audio, Speech, and Language Processing. 2020, 28, 307-318.
  4. Fang Liu#, Yanwei Yu, Peng Song, Yangyang Fan, Xiangrong Tong. Scalable KDE-based Top-n Local Outlier Detection over Large-Scale Data Streams. Knowledge-Based Systems, 2020, 204: 106186.
  5. Kai Chen#, Yanwei Yu, Peng Song, Xianfeng Tang, Lei Cao, Xiangrong Tong. Find You If You Drive: Inferring Home Locations for Vehicles with Surveillance Camera Data. Knowledge-Based Systems, 2020, 196: 105766.
  6. Dongliang Chen#, Peng Song*, Wenjing Zhang, Weijian Zhang, Bingui Xu, Xuan Zhou. Robust Transferable Subspace Learning for Cross-Corpus Facial Expression Recognition. IEICE TRANSACTIONS on Information and Systems, 2020, E-103D: 2241-2245.
  7. 欧世峰, 赵艳磊, 宋鹏, 高颖. 基于概率耦合的双直接判决先验信噪比估计算法. 电子学报. 2020, 48(8), 1605-1614.
  8. Zhijun Liu#, Chao Huang, Yanwei Yu, Peng Song, Baode Fan, Junyu Dong. Dynamic Representation Learning for Large-Scale Attributed Networks. Proceedings of the 29th ACM International Conference on Information and Knowledge Management (CIKM2020), October 19–23, 2020, Virtual Event, Ireland, 2020
  9. Jianian Li#, Yanwei Yu, Peng Song, Yunhong Lu. Student Performance Prediction based on Multi-View Network Embedding. 3rd Chinese Conference on Pattern Recognition and Computer Vision (PRCV 2020).

2020年之前

  1. Peng Song*. Transfer Linear Subspace Learning for Cross-corpus Speech Emotion Recognition. IEEE Transactions on Affective Computing. Vol. 10, No. 2, pp. 265-275, 2019.
  2. Shifeng Ou, Peng Song, Ying Gao. Laplacian Speech Model and Soft Decision Based MMSE Estimator for Noise Power Spectral Density in Speech Enhancement.Chinese Journal of Electronics. 2018, 27(6): 1214-1220.
  3. Shifeng Ou, Peng Song, Ying Gao. Soft Decision Based Gaussian-Laplacian Combination Model for Noisy Speech Enhancement. Chinese Journal of Electronics. 2018, 27(4): 827-834.
  4. Shifeng Ou, Peng Song, Ying Gao. Phase-Sensitive Decision-Directed SNR Estimator for Single-Channel Speech Enhancement. International Journal of Pattern Recognition and Artificial Intelligence. 2017, 31(8): 1758003-1~1758003-16.
  5. Peng Song*, Wenming Zheng, Shifeng Ou, et al. Cross-corpus speech emotion recognition based on transfer non-negative matrix factorization. Speech Communication. 2016, 83:34-41.
  6. 宋鹏, 郑文明, 赵力. 基于子空间学习和特征选择融合的语音情感识别. 清华大学学报（自然科学版). 2018, 58(4):347-351.
  7. 宋鹏, 郑文明, 赵力. 基于特征迁移学习方法的跨库语音情感识别, 清华大学学报(自然科学版), 2016, 56 (11): 1179-1183.
  8. 金赟, 宋鹏, 郑文明, 赵力. 半监督判别分析的跨库语音情感识别. 声学学报, 2015, 40(1): 20-27.
  9. 宋鹏，王浩，赵力. 基于混合Gauss归一化的语音转换算法, 清华大学学报（自然科学版）, 2013, 53(6):757-761.
  10. Peng Song*, Wenming Zheng, Shifeng Ou, Yun Jin, Wenming Ma, Yanwei Yu. Joint Transfer Subspace Learning and Feature Selection for Cross-corpus Speech Emotion Recognition. International Conference on Acoustics, Speech and Signal Processing (ICASSP 2018), Calgary, Canada, 2018, 5504-5508。
  11. Peng Song*, Shifeng Ou, Wenming Zheng, et al. Speech Emotion Recognition Using Transfer Non-negative Matrix Factorization. ICASSP 2016，Shanghai, China, 2016.
  12. Peng Song*, Yun Jin, Wenming Zheng, et al. Text-independent voice conversion using speaker model alignment method from non-parallel speech. In: INTERSPEECH 2014, Singapore. 2308-2312, 2014.
  13. Yun Jin,Peng Song*, Wenming Zheng, et al. A feature selection and feature fusion combination method for speaker-independent speech emotion recognition. ICASSP 2014. 2014, Florence, Italy. 4841-4845.
  14. Peng Song*, Wenming Zheng, Li Zhao. Non-parallel training for voice conversion based on adaptation method. ICASSP 2013. 2013, Vancovour, Canada. 6905-6909.