Text classification is the classification process of assigning a well-defined labelled category, known as a class, to text. In most cases, we use the real-time implementations in which information plays a major role in educational institutions, business, IT industry and public non-profit ...
Lai S, Xu L, Liu K, et al. Recurrent convolutional neural networks for text classification[C]//Proceedings of the AAAI Conference on Artificial Intelligence. 2015, 29(1).
paper题目是Recurrent Convolutional Neural Networks for Text Classification,作者是来自中科院大学的来斯惟博士。 本文要解决的问题是文本分类,文本分类最关键的问题是特征表示,传统的方法经常会忽略上下文信息和词序,无法捕捉到词义。近几年随着深度学习的火热,研究者们通过借助神经网络模型来解决传统方法存在的问题。比如:...
Recurrent Convolutional Neural Networks for Text Classification阅读笔记,程序员大本营,技术文章内容聚合第一站。
【论文笔记】Adversarial Multi-task Learning for Text Classification (task-specific features)或者含有来自其他任务带来的噪声问题,作者提出了一个对抗多任务学习模型,缓解了共享特征空间和特定任务特征空间相互干扰的问题,作者在16个任务上进行实验证明其模型的...,针对于已有的神经网络多任务学习的方法可能存在共享和私...
在本文中,作者建议通过利用输入文本的k-nearest neighbor(kNN)信息来加强神经网络模型对文本嵌入的学习以更好的辅助分类任务。具体来说,提出的模型采用了一个神经网络,将文本编码为嵌入表示。此外,该模型还利用输入文本的k-近邻作为外部存储器,并利用它来捕捉训练集中的实例级信息。最终的分类预测是基于神经网络编码器...
从模型的角度,本文作者将RNN(Bi-LSTM)和max_pooling结合使用,提出RCNN模型,应用到了NLP的文本分类任务中,提高了分类精度。 ·参考文献: [1] Recurrent Convolutional Neural Networks for Text Classification 论文链接:http://www.aaai.org/ocs/index.php/AAAI/AAAI15/paper/download/9745/9552...
Trimi, "Text Classification: Neural Networks vs Support Vector Machines," Industrial Management & Data Systems, 2009.Zaghloul, W., Lee, S. M., & Trimi, S. (2009). Text classification: Neural networks vs support vector machines. Industrial Management & Data Systems, 109(5), 708-717. ...
论文来源:Lai, S., Xu, L., Liu, K., & Zhao, J. (2015, January). Recurrent Convolutional Neural Networks for Text Classification. In AAAI (Vol. 333, pp. 2267-2273).下载戳这里哦 参考文章:https://blog.csdn.net/rxt2012kc/article/details/73742362 ...
1746–1751, Doha, Qatar. Association for Computational Linguistics. Srivastava, R. K., Greff, K., & Schmidhuber, J. (2015). Training very deep networks. In Advances in Neural Information Processing Systems (pp. 2368-2376). About Text classification using a convolutional neural network. ...