28. Qianli Ma, Sen Li, Garrison W. Cottrell. Adversarial Joint-Learning Recurrent Neural Network for Incomplete Time Series Classification [J]. IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI 2020) [pdf]
27. Qianli Ma, Zipeng Chen, Shuai Tian, et al. Difference-Guided Representation Learning Network for Multivariate Time-Series Classification [J]. IEEE Transactions on Cybernetics (TCYB 2020) [pdf]
26. Qianli Ma, Zhenxi Lin, Jiangyue Yan, Zipeng Chen, Liuhong Yu. MODE-LSTM: A Parameter-efficient Recurrent Network with Multi-Scale for Sentence Classification. The 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP 2020) [pdf]
25. Qianli Ma, Sen Li, Wanqing Zhuang, et al. Self-Supervised Time Series Clustering With Model-Based Dynamics [J]. IEEE Transactions on Neural Networks and Learning Systems (TNNLS 2020) [pdf]
24. Qianli Ma, Zhenxi Lin, Enhuan Chen, Garrison W. Cottrell. Temporal Pyramid Recurrent Neural Network. Thirty-Fourth AAAI Conference on Artificial Intelligence (AAAI 2020) [pdf]
23. Qianli Ma, Wanqing Zhuang, Sen Li, Desen Huang, Garrison W. Cottrell. Adversarial Dynamic Shapelet Networks. Thirty-Fourth AAAI Conference on Artificial Intelligence (AAAI 2020) [pdf]
22. Qianli Ma, Jiawei Zheng*, Sen Li*, Garrison W. Cottrell. Learning Representations for Time Series Clustering. Thirty-third Conference on Neural Information Processing Systems (NeurIPS 2019) [pdf]
21. Qianli Ma, Wanqing Zhuang, Garrison W. Cottrell. Triple-shapelet Networks for Time Series Classification. IEEE International Conference on Data Mining (ICDM 2019) [pdf]
20. Wenguang Yuan, Jia Wei, Jiabing Wang, Qianli Ma, Tolga Tasdizen. Unified Attentional Generative Adversarial Network for Brain Tumor Segmentation From Multimodal Unpaired Images. The 22nd International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI 2019) [pdf]
19. Qianli Ma, Liuhong Yu, Shuai Tian, et al. Global-Local Mutual Attention Model for Text Classification [J]. IEEE/ACM Transactions on Audio, Speech and Language Processing (TASLP 2019) [pdf]
18. Qianli Ma, Lifeng Shen, Garrison W. Cottrell. DeePr-ESN: A Deep Projection-Encoding Echo-State Network [J]. Information Sciences. 2019 [pdf]
17. Luoqin Li, Jiabing Wang, Jichang Li, Qianli Ma, Jia Wei. Relation Classification via Keyword-Attentive Sentence Mechanism and Synthetic Stimulation Loss [J]. IEEE/ACM Transactions on Audio Speech and Language Processing (TASLP 2019) [pdf]
16. Qianli Ma, Shuai Tian, Jia Wei, et al. Attention-based Spatio-temporal Dependence Learning Network [J], Information Sciences, 2019 [pdf]
15. Qianli Ma, Enhuan Chen, Zhenxi Lin, et al. Convolutional Multi-timescale Echo State Network [J]. IEEE Transactions on Cybernetics (TCYB 2019) [pdf]
14. Qianli Ma, Wanqing Zhuang, Lifeng Shen, Garrison W. Cottrell. Time Series Classification with Echo Memory Networks [J]. Neural Networks, 2019 [pdf]
13. Qianli Ma, Sen Li, Lifeng Shen, et al. End-to-End Incomplete Time-Series Modeling From Linear Memory of Latent Variables [J]. IEEE Transactions on Cybernetics (TCYB 2019) [pdf]
12. Kejian Shi, Hongyang Qin, Chijun Sima, Sen Li, Lifeng Shen and Qianli Ma. Dynamic Barycenter Averaging Kernel in RBF Networks for Time Series Classification. IEEE Access, 2019 [pdf]
11. Lifeng Shen, Qianli Ma, Sen Li. End-to-End Time Series Imputation via Residual Short Paths, The 10th Asian Conference on Machine Learning (ACML), Proceedings of Machine Learning Research (PMLR 2018) [pdf]
10. Qianli Ma, Lifeng Shen, Enhuan Chen, et al. WALKING WALKing walking: Action Recognition from Action Echoes,Twenty-Sixth International Joint Conference on Artificial Intelligence (IJCAI 2017) [pdf]
9. Qianli Ma, Lifeng Shen, Garrison W. Cottrell. Deep-ESN: A Multiple Projection-encoding Hierarchical Reservoir Computing Framework (arXiv 2017) [pdf]
8. Qianli Ma, Lifeng Shen, Wanqing Zhuang, Jieyu Chen. Decouple Adversarial Capacities with Dual-Reservoir Network. (ICONIP 2017) [pdf]
7. Qianli Ma, Lifeng Shen, Wanqing Zhuang, Jieyu Chen. Two-Stage Temporal Multimodal Learning for Speaker and Speech Recognition. (ICONIP 2017) [pdf]
6. Qianli Ma, Lifeng Shen, Weibiao Chen, et al. Functional echo state network for time series classification. (Information Sciences, 2016) [pdf]
5. Wei Jia, Meng Meng, Wang Jiabing, Ma Qianli, Wang Xuan. Adaptive Semi-Supervised Dimensionality Reduction with Sparse Representation Using Pairwise Constraints. (Neurocomputing, 2016) [pdf]
4. Jinfeng Yang, Yong Xiao, Jiabing Wang, Qianli Ma, and Yanhua Shen. A Fast Clustering Algorithm for Data with a Few Labeled Instances. (Computational Intelligence and Neuroscience, 2015) [pdf]
3. Meng Meng, Wei Jia, Wang Jiabing, Ma Qianli, Wang Xuan. Adaptive semi-supervised dimensionality reduction based on pairwise constraints weighting and graph optimizing. (International Journal of Machine Learning and Cybernetics, 2015) [pdf]
2. Qianli Ma, Weibiao Chen, Jia Wei, Zhiwen Yu. Direct Model of Memory Properties and the Linear Reservoir Topologies in Echo State Networks. (Applied Soft Computing, 2014) [pdf]
1. Qian-Li Ma, Wei-Biao Chen. Modular state space of echo state network. (Neurocomputing, 2013) [pdf]
