scholarly journals Developments in Probabilistic Modelling with Neural Networks — Ensemble Learning

1995 ◽  
pp. 191-198 ◽  
Author(s):  
David J. C. MacKay
Keyword(s):  
Neural Networks ◽  
Ensemble Learning ◽  
Probabilistic Modelling ◽  
Neural Networks Ensemble

scholarly journals Research Based on Stock Predicting Model of Neural Networks Ensemble Learning

2018 ◽  
Vol 232 ◽  
pp. 02029 ◽  
Author(s):  
Qi Xie ◽  
Gengguo Cheng ◽  
Xu Xu ◽  
Zixuan Zhao
Keyword(s):  
Neural Network ◽  
Neural Networks ◽  
Ensemble Learning ◽  
Short Term Memory ◽  
Financial Time Series ◽  
Composite Index ◽  
Short Term ◽  
Term Memory ◽  
Long Short Term Memory ◽  
Neural Networks Ensemble

Financial time series is always one of the focus of financial market analysis and research. In recent years, with the rapid development of artificial intelligence, machine learning and financial market are more and more closely linked. Artificial neural network is usually used to analyze and predict financial time series. Based on deep learning, six layer long short-term memory neural networks were constructed. Eight long short-term memory neural networks were combined with Bagging method in ensemble learning and predicting model of neural networks ensemble learning was used in Chinese Stock Market. The experiment tested Shanghai Composite Index, Shenzhen Composite Index, Shanghai Stock Exchange 50 Index, Shanghai-Shenzhen 300 Index, Medium and Small Plate Index and Gem Index during the period from January 4, 2012 to December 29, 2017. For long short-term memory neural network ensemble learning model, its accuracy is 58.5%, precision is 58.33%, recall is 73.5%, F1 value is 64.5%, and AUC value is 57.67%, which are better than those of multilayer long short-term memory neural network model and reflect a good prediction outcome.

An end stage kidney disease predictor based on an artificial neural networks ensemble

2013 ◽  
Vol 40 (11) ◽  
pp. 4438-4445 ◽  
Author(s):  
Tommaso Di Noia ◽  
Vito Claudio Ostuni ◽  
Francesco Pesce ◽  
Giulio Binetti ◽  
David Naso ◽  
...  
Keyword(s):  
Neural Networks ◽  
Artificial Neural Networks ◽  
Kidney Disease ◽  
End Stage Kidney Disease ◽  
Artificial Neural ◽  
Neural Networks Ensemble ◽  
End Stage

Deep Neural Networks Ensemble for Lung Nodule Detection on Chest CT Scans

2021 ◽  
Author(s):  
Pasquale Ardimento ◽  
Lerina Aversano ◽  
Mario Luca Bernardi ◽  
Marta Cimitile
Keyword(s):  
Neural Networks ◽  
Deep Neural Networks ◽  
Lung Nodule ◽  
Chest Ct ◽  
Ct Scans ◽  
Lung Nodule Detection ◽  
Nodule Detection ◽  
Neural Networks Ensemble

Ensemble Learning of Diffractive Optical Neural Networks

2021 ◽  
Author(s):  
Md Sadman Sakib Rahman ◽  
Jingxi Li ◽  
Deniz Mengu ◽  
Yair Rivenson ◽  
Aydogan Ozcan
Keyword(s):  
Neural Networks ◽  
Ensemble Learning ◽  
Optical Neural Networks

Towards an Improved Ensemble Learning Model of Artificial Neural Networks

2017 ◽  
pp. 325-356
Author(s):  
Fatai Anifowose ◽  
Jane Labadin ◽  
Abdulazeez Abdulraheem
Keyword(s):  
Neural Networks ◽  
Artificial Neural Networks ◽  
Ensemble Learning ◽  
Learning Model ◽  
Artificial Neural
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