From: Deep learning in finance and banking: A literature review and classification
 | ANN/DNN/FNN/MLP | CNN | LSTM | RNN (Simple) | RL | DBN | RBM |
---|---|---|---|---|---|---|---|
Exchange rate prediction | Shen et al. (2015) Zheng et al. (2017) Ravi et al. (2017) | Galeshchuk and Mukherjee (2017) | Â | Â | Â | Shen et al. (2015) Zheng et al. (2017) | Â |
Stock market direction/prediction/movement/volatility | Matsubara et al. (2018) Chen et al. (2018b) Chong et al. (2017) Yan and Ouyang (2017) Kim and Won (2018) Singh and Srivastava (2017) | Dingli and Fournier (2017) Gunduz et al. (2017) Tadaaki (2018) | Hernandez and Abad (2018) Sohangir et al. (2018) Krausa and Feuerriegel (2017) Yan and Ouyang (2017) Kim and Won (2018) Minh et al. (2017) Baek and Kim (2018) | Krausa and Feuerriegel (2017) Minh et al. (2017) Singh and Srivastava (2017) Jiang et al. (2018) | Â | Â | Chong et al. (2017) Hernandez and Abad (2018) |
Stock trading | Sezer et al. (2017) Chen et al. (2017) Deng et al. (2017) Fischer and Krauss (2017) Hsu et al. (2018) Jeong and Kim (2018) | Deng et al. (2017) | Deng et al. (2017) Bao et al. (2017) Fischer and Krauss (2017) | Deng et al. (2017) Bao et al. (2017) Jeong and Kim (2018) | Deng et al. (2017) Martinez-Miranda et al. (2016) Feuerriegel and Prendinger (2016) Chakraborty (2019) Zhang and Maringer (2015) Chen et al. (2018a) | Â | Â |
Price prediction | Sehgal and Pandey (2015) | Â | Â | Â | Â | Â | Â |
Portfolio management | Song et al. (2017) | Â | Â | Almahdi and Yang (2017) | Almahdi and Yang (2017) | Â | Â |
Macroeconomic prediction | Sevim et al. (2014) Chatzis et al. (2018) | Â | Â | Â | Â | Â | Â |
Banking default risk and credit | Rönnqvist and Sarlin (2017) | Zhu et al. (2018) | Wang et al. (2019) Jurgovsky et al. (2018) |  | Han et al. (2018) |  |  |