A Hierarchical Hybrid Neural Network Architecture for Chinese Text Summarization

2018 ◽  
pp. 277-288
Author(s):  
Yunheng Zhang ◽  
Leihan Zhang ◽  
Ke Xu ◽  
Le Zhang
Keyword(s):  
Neural Network ◽  
Chinese Text ◽  
Network Architecture ◽  
Text Summarization ◽  
Neural Network Architecture ◽  
Hybrid Neural Network

FEEDFORWARD NEURAL NETWORK WITH ADAPTIVE REFERENCE PATTERN LAYER

1999 ◽  
Vol 09 (01) ◽  
pp. 1-9
Author(s):  
MIKKO LEHTOKANGAS
Keyword(s):  
Neural Network ◽  
Network Architecture ◽  
Neural Network Architecture ◽  
Reference Pattern ◽  
Hybrid Neural Network ◽  
Rbf Networks ◽  
Pattern Layer ◽  
Input Variables ◽  
Hidden Layer ◽  
Efficient Learning

A hybrid neural network architecture is investigated for modeling purposes. The proposed hybrid is based on the multilayer perceptron (MLP) network. In addition to the usual hidden layers, the first hidden layer is selected to be an adaptive reference pattern layer. Each unit in this new layer incorporates a reference pattern that is located somewhere in the space spanned by the input variables. The outputs of these units are the component wise-squared differences between the elements of a reference pattern and the inputs. The reference pattern layer has some resemblance to the hidden layer of the radial basis function (RBF) networks. Therefore the proposed design can be regarded as a sort of hybrid of MLP and RBF networks. The presented benchmark experiments show that the proposed hybrid can provide significant advantages over standard MLPs and RBFs in terms of fast and efficient learning, and compact network structure.

A Hybrid Neural Network Architecture for Early Detection of DDOS attacks using Deep Learning Models

2021 ◽  
Author(s):  
Kumbala Pradeep Reddy ◽  
Sarangam Kodati ◽  
Madireddy Swetha ◽  
M. Parimala ◽  
S. Velliangiri
Keyword(s):  
Neural Network ◽  
Deep Learning ◽  
Early Detection ◽  
Network Architecture ◽  
Ddos Attacks ◽  
Learning Models ◽  
Neural Network Architecture ◽  
Hybrid Neural Network

scholarly journals Hybrid Neural Network Architecture for On-Line Learning

2010 ◽  
Vol 02 (04) ◽  
pp. 253-261
Author(s):  
Yuhua Chen ◽  
Subhash Kak ◽  
Lei Wang
Keyword(s):  
Neural Network ◽  
Network Architecture ◽  
Neural Network Architecture ◽  
Hybrid Neural Network ◽  
On Line ◽  
On Line Learning
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