Text Classification Improved by Integrating Bidirectional LSTM with Two-dimensional Max Pooling

作者: Zhenyu Qi , Hongyun Bao , Suncong Zheng , Bo Xu , Jiaming Xu

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摘要: … -2DPooling and BLSTM-2DCNN, and verifies them on six text classification tasks, including sentiment analysis, question classification, subjectivity classification, and newsgroups …

参考文章(39)
Matthew D. Zeiler, ADADELTA: An Adaptive Learning Rate Method arXiv: Learning. ,(2012)
Ryan Kiros, Yukun Zhu, Ruslan R Salakhutdinov, Richard Zemel, Raquel Urtasun, Antonio Torralba, Sanja Fidler, None, Skip-thought vectors neural information processing systems. ,vol. 28, pp. 3294- 3302 ,(2015)
Lu Zhang, Ge Li, Zhi Jin, Lili Mou, Hao Peng, Yan Xu, Discriminative Neural Sentence Modeling by Tree-Based Convolution arXiv: Computation and Language. ,(2015)
Yoon Kim, Convolutional Neural Networks for Sentence Classification empirical methods in natural language processing. pp. 1746- 1751 ,(2014) , 10.3115/V1/D14-1181
Xiaodan Zhu, Parinaz Sobihani, Hongyu Guo, None, Long Short-Term Memory Over Recursive Structures international conference on machine learning. pp. 1604- 1612 ,(2015)
Ilya Sutskever, Geoffrey E. Hinton, Alex Krizhevsky, Ruslan R. Salakhutdinov, Nitish Srivastava, Improving neural networks by preventing co-adaptation of feature detectors arXiv: Neural and Evolutionary Computing. ,(2012)
Alex Hai Wang, Don't follow me: Spam detection in Twitter international conference on security and cryptography. pp. 142- 151 ,(2010)
Xin Li Dan, Xin Li, Dan Roth, Learning question classifiers Proceedings of the 19th international conference on Computational linguistics -. pp. 1- 7 ,(2002) , 10.3115/1072228.1072378
Cardoso Cachopo, Ana Margarida de Jesus, Improving Methods for Single-label Text Categorization ,(2007)
Y. Lecun, L. Bottou, Y. Bengio, P. Haffner, Gradient-based learning applied to document recognition Proceedings of the IEEE. ,vol. 86, pp. 2278- 2324 ,(1998) , 10.1109/5.726791