Concepedia

StockNet—GRU based stock index prediction

Umang Gupta, Vandana Bhattacharjee, Partha Sarathi Bishnu

Expert Systems with Applications · 2022 · 127 citations · 46 references

Concepts

ComputingComputer ScienceFinanceForecastingMachine LearningPredictive AnalyticsDeep LearningEnsemble MethodsForecast EvaluationRisk-return AnalysisTime Series ForecastingTime Series PredictionEquity Return PredictabilityFinancial Time Series ForecastingNeural Time Series ForecastingRecurrent Neural Network ForecastingStock Return Forecasting

References

46

Adam: A Method for Stochastic Optimization

Diederik P. Kingma, Jimmy Ba · UvA-DARE (University of Amsterdam) · 2014 · 84.8K citations · Full text

Computing, Computer Science, Algorithms +16

Dropout: a simple way to prevent neural networks from overfitting

Nitish Srivastava, Geoffrey E. Hinton, Alex Krizhevsky et al. · 2014 · 34.3K citations

Computing, Computer Science, Artificial Intelligence +12

Learning Phrase Representations using RNN Encoder–Decoder for Statistical Machine Translation

Kyunghyun Cho, Bart van Merriënboer, Çağlar Gülçehre et al. · 2014 · 24.4K citations · Full text

Computing, Computer Science, Computational Linguistics +14

A survey on Image Data Augmentation for Deep Learning

Connor Shorten, Taghi M. Khoshgoftaar · Journal Of Big Data · 2019 · 12.4K citations · Full text

Computing, Computer Science, Biomedical Imaging +12

The Vanishing Gradient Problem During Learning Recurrent Neural Nets and Problem Solutions

Sepp Hochreiter · International Journal of Uncertainty Fuzziness and Knowledge-Based Systems · 1998 · 2.9K citations

Computing, Computer Science, Forecasting +10