198 citations · 775 across the 43 of their papers we have counts for
Showing 2016Show all
3 papers · 1 filter
cs.CL2016★ 39 cited
Convolutional Neural Networks for Text Categorization: Shallow Word-level vs. Deep Character-level
Rie Johnson, Tong Zhang
This paper reports the performances of shallow word-level convolutional neural networks (CNN), our earlier work (2015), on the eight datasets with relatively large training data th…
cs.LG2016★ 19 cited
A General Distributed Dual Coordinate Optimization Framework for Regularized Loss Minimization
Shun Zheng, Jialei Wang, Fen Xia +2
In modern large-scale machine learning applications, the training data are often partitioned and stored on multiple machines. It is customary to employ the "data parallelism" appro…
stat.ML2016★ 126 cited
Supervised and Semi-Supervised Text Categorization using LSTM for Region Embeddings
Rie Johnson, Tong Zhang
One-hot CNN (convolutional neural network) has been shown to be effective for text categorization (Johnson & Zhang, 2015). We view it as a special case of a general framework which…