activity
20202022
most citedMultichannel CNN with Attention for Text Classification

18 citations · 27 across the 6 of their papers we have counts for

collaborators

6 papers

cs.CV20222 cited

Estimating the Direction and Radius of Pipe from GPR Image by Ellipse Inversion Model

Xiren Zhou, Qiuju Chen, Shengfei Lyu +1

Ground Penetrating Radar (GPR) is widely used as a non-destructive approach to estimate buried utilities. When the GPR's detecting direction is perpendicular to a pipeline, a hyper…

cs.CL20213 cited

Relation Classification with Entity Type Restriction

Shengfei Lyu, Huanhuan Chen

Relation classification aims to predict a relation between two entities in a sentence. The existing methods regard all relations as the candidate relations for the two entities in…

cs.CL20201 cited

Text Classification based on Multi-granularity Attention Hybrid Neural Network

Zhenyu Liu, Chaohong Lu, Haiwei Huang +2

Neural network-based approaches have become the driven forces for Natural Language Processing (NLP) tasks. Conventionally, there are two mainstream neural architectures for NLP tas…

cs.CL202018 cited

Multichannel CNN with Attention for Text Classification

Zhenyu Liu, Haiwei Huang, Chaohong Lu +1

Recent years, the approaches based on neural networks have shown remarkable potential for sentence modeling. There are two main neural network structures: recurrent neural network…

cs.CL20203 cited

Combine Convolution with Recurrent Networks for Text Classification

Shengfei Lyu, Jiaqi Liu

Convolutional neural network (CNN) and recurrent neural network (RNN) are two popular architectures used in text classification. Traditional methods to combine the strengths of the…

cs.LG2020

Probabilistic Classification Vector Machine for Multi-Class Classification

Shengfei Lyu, Xing Tian, Yang Li +2

The probabilistic classification vector machine (PCVM) synthesizes the advantages of both the support vector machine and the relevant vector machine, delivering a sparse Bayesian s…