Character-level Convolutional Neural Network

GPTKB entity

Statements (24)
Predicate Object
gptkbp:instanceOf Neural Network Architecture
gptkbp:advantage Handles Misspellings
Language Independence
No Need for Tokenization
gptkbp:architecture gptkb:convolutional_neural_network
gptkbp:featureExtraction Character Embeddings
https://www.w3.org/2000/01/rdf-schema#label Character-level Convolutional Neural Network
gptkbp:input Character Sequence
gptkbp:introduced gptkb:Yann_LeCun
gptkbp:limitation Longer Training Time
May Miss Semantic Information
Requires Large Datasets
gptkbp:popularizedBy gptkb:Xiang_Zhang
gptkb:Junbo_Zhao
gptkb:Yann_LeCun
gptkbp:publishedIn Character-level Convolutional Networks for Text Classification (2015)
gptkbp:relatedTo gptkb:transformation
gptkb:Recurrent_Neural_Network
Word-level Convolutional Neural Network
gptkbp:usedFor gptkb:Text_Classification
Sentiment Analysis
Language Modeling
gptkbp:bfsParent gptkb:Character-level_Convolutional_Networks_for_Text_Classification
gptkbp:bfsLayer 7