Stock market forecasting with super-high dimensional time-series data using ConvLSTM, trend sampling, and specialized data augmentation

Forecasting stock prices with a feature fusion LSTM-CNN model using different representations of the same data

(2019) Taewook Kim et al.   PLoS One

Deep learning with long short-term memory networks for financial market predictions

(2018) Thomas Fischer et al.   EUROPEAN JOURNAL OF OPERATIONAL RESEARCH

Forecasting the volatility of stock price index: A hybrid model integrating LSTM with multiple GARCH-type models

(2018) Ha Young Kim et al.   EXPERT SYSTEMS WITH APPLICATIONS

ModAugNet: A new forecasting framework for stock market index value with an overfitting prevention LSTM module and a prediction LSTM module

(2018) Yujin Baek et al.   EXPERT SYSTEMS WITH APPLICATIONS

Development of stock correlation networks using mutual information and financial big data

(2018) Xue Guo et al.   PLoS One

Multifactor-influenced energy consumption forecasting using enhanced back-propagation neural network

(2017) Yu-Rong Zeng et al.   ENERGY

A feature weighted support vector machine and K-nearest neighbor algorithm for stock market indices prediction

(2017) Yingjun Chen et al.   EXPERT SYSTEMS WITH APPLICATIONS

Forecasting daily stock market return using dimensionality reduction

(2017) Xiao Zhong et al.   EXPERT SYSTEMS WITH APPLICATIONS

Deep learning networks for stock market analysis and prediction: Methodology, data representations, and case studies

(2017) Eunsuk Chong et al.   EXPERT SYSTEMS WITH APPLICATIONS

Fusion of multiple diverse predictors in stock market

(2017) Sasan Barak et al.   Information Fusion

A deep learning framework for financial time series using stacked autoencoders and long-short term memory

(2017) Wei Bao et al.   PLoS One

Exponent back propagation neural network forecasting for financial cross-correlation relationship

(2016) Haiyan Mo et al.   EXPERT SYSTEMS WITH APPLICATIONS

Computational Intelligence and Financial Markets: A Survey and Future Directions

(2016) Rodolfo C. Cavalcante et al.   EXPERT SYSTEMS WITH APPLICATIONS

Recurrent neural network and a hybrid model for prediction of stock returns

(2015) Akhter Mohiuddin Rather et al.   EXPERT SYSTEMS WITH APPLICATIONS

Developing an approach to evaluate stocks by forecasting effective features with data mining methods

(2015) Sasan Barak et al.   EXPERT SYSTEMS WITH APPLICATIONS

Predicting stock market index using fusion of machine learning techniques

(2015) Jigar Patel et al.   EXPERT SYSTEMS WITH APPLICATIONS

Back propagation neural network with adaptive differential evolution algorithm for time series forecasting

(2015) Lin Wang et al.   EXPERT SYSTEMS WITH APPLICATIONS

Evaluating multiple classifiers for stock price direction prediction

(2015) Michel Ballings et al.   EXPERT SYSTEMS WITH APPLICATIONS

Text mining of news-headlines for FOREX market prediction: A Multi-layer Dimension Reduction Algorithm with semantics and sentiment

(2015) Arman Khadjeh Nassirtoussi et al.   EXPERT SYSTEMS WITH APPLICATIONS

Human-level control through deep reinforcement learning

(2015) Volodymyr Mnih et al.   NATURE

Prediction of stock price movement based on daily high prices

(2015) Marija Gorenc Novak et al.   QUANTITATIVE FINANCE

A Bayesian regularized artificial neural network for stock market forecasting

(2013) Jonathan L. Ticknor   EXPERT SYSTEMS WITH APPLICATIONS

A hybrid modeling approach for forecasting the volatility of S&P 500 index return

(2011) E. Hajizadeh et al.   EXPERT SYSTEMS WITH APPLICATIONS

Financial factor influence on scaling and memory of trading volume in stock market

(2011) Wei Li et al.   PHYSICAL REVIEW E

Predicting direction of stock price index movement using artificial neural networks and support vector machines: The sample of the Istanbul Stock Exchange

(2010) Yakup Kara et al.   EXPERT SYSTEMS WITH APPLICATIONS

Using support vector machine with a hybrid feature selection method to the stock trend prediction

(2009) Ming-Chi Lee   EXPERT SYSTEMS WITH APPLICATIONS

Forecasting stock market short-term trends using a neuro-fuzzy based methodology

(2009) George S. Atsalakis et al.   EXPERT SYSTEMS WITH APPLICATIONS

Stock market prediction of S&P 500 via combination of improved BCO approach and BP neural network

(2008) Yudong Zhang et al.   EXPERT SYSTEMS WITH APPLICATIONS