Collecting Child Psychiatry Documents of Clinical Trials from PubMed by the SVM Text Classification Method with the MATF Weighting Scheme

2019 ◽  
pp. 99-108
Author(s):  
Jantima Polpinij ◽  
Tontrakant Kachai ◽  
Kanyarat Nasomboon ◽  
Poramin Bheganan
Keyword(s):  
Clinical Trials ◽  
Child Psychiatry ◽  
Text Classification ◽  
Weighting Scheme ◽  
Classification Method

A Kind of Text Classification Method Based on Fuzzy Vector Space Model and Neural Networks

2013 ◽  
Vol 347-350 ◽  
pp. 2856-2859
Author(s):  
Jun Hui Pan ◽  
Hui Li
Keyword(s):  
Neural Networks ◽  
Vector Space ◽  
Text Classification ◽  
Vector Space Model ◽  
Classification Method ◽  
Space Model ◽  
Output Layer ◽  
Input Layer ◽  
Hidden Layer ◽  
Fuzzy Vector

A kind of text classification method based on fuzzy vector space model and neural networks is proposed in the paper according to the problems that a text can be belongs to many types during the text classification. Fuzzy theory is adopted in the method to look the occurring position of feature items in text on as the important degree (membership) reflecting text subject, and fully considered the position information while the features are extracted, thus the fuzzy feature vectors are constructed, as a result, the text classification is close to the manual classification method. The established networks are constituted of input layer, hidden layer and output layer, the input layer completes the inputs of classification samples, hidden layer extracts the implicit pattern features of input samples, the output layer is used to output the classification results. Finally the effectiveness of this method is proved by some documents of Wan Fang data in experimental section. (Abstract)

Improved Chinese Short Text Classification Method Based on ERNIE_BiGRU Model

2021 ◽  
Vol 1993 (1) ◽  
pp. 012038
Author(s):  
Xue Cheng ◽  
Chen Zhang ◽  
Qingxu Li
Keyword(s):  
Text Classification ◽  
Classification Method ◽  
Short Text

A multi-label text classification method via dynamic semantic representation model and deep neural network

2020 ◽  
Vol 50 (8) ◽  
pp. 2339-2351 ◽  
Author(s):  
Tianshi Wang ◽  
Li Liu ◽  
Naiwen Liu ◽  
Huaxiang Zhang ◽  
Long Zhang ◽  
...  
Keyword(s):  
Neural Network ◽  
Text Classification ◽  
Deep Neural Network ◽  
Semantic Representation ◽  
Classification Method ◽  
Dynamic Semantic ◽  
Representation Model
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