Short Text Clustering via Convolutional Neural Networks

@inproceedings{Xu2015ShortTC,
  title={Short Text Clustering via Convolutional Neural Networks},
  author={Jiaming Xu and Peng Wang and Guanhua Tian and Bo Xu and Jun Zhao and Fangyuan Wang and Hongwei Hao},
  booktitle={VS@HLT-NAACL},
  year={2015}
}
Short text clustering has become an increasing important task with the popularity of social media, and it is a challenging problem due to its sparseness of text representation. In this paper, we propose a Short Text Clustering via Convolutional neural networks (abbr. to STCC), which is more beneficial for clustering by considering one constraint on learned features through a self-taught learning framework without using any external tags/labels. First, we embed the original keyword features into… CONTINUE READING
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