专题:Stock Market Forecasting Methods

This cluster of papers focuses on predicting stock market trends and movements using various techniques such as time series forecasting, neural networks, deep learning, support vector machines, sentiment analysis, and Twitter data. The research explores the application of these methods to financial time series data for stock market prediction.
最新文献
Overview of AI-powered predictive analytics in audits: Perspective evidence from Kuwait auditors

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A hype-adjusted probability measure for NLP stock return forecasting

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Bayesian Time Series Modelling with Wavelet Analysis for Forecasting Monthly Inflation

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Portfolio Optimization through a Multi-modal Deep Reinforcement Learning Framework

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Stock Price Change Prediction Using Prompt-Based LLMs with RL-Enhanced Post-Hoc Adjustments

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Machine Learning in Finance

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Time Series Forecasting Using Transfer Learning with an Attention-Revamped Transformer: A Case Study of Financial Instruments

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Intraday and Post-Market Investor Sentiment for Stock Price Prediction: A Deep Learning Framework with Explainability and Quantitative Trading Strategy

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Tail Risk Spillover Between Global Stock Markets Based on Effective Rényi Transfer Entropy and Wavelet Analysis

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An Enhanced Fuzzy Time Series Forecasting Model Integrating Fuzzy C-Means Clustering, the Principle of Justifiable Granularity, and Particle Swarm Optimization

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近5年高被引文献
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting

article Full Text OpenAlex 3186 FWCI339.722

Temporal Fusion Transformers for interpretable multi-horizon time series forecasting

article Full Text OpenAlex 1180 FWCI126.771

Autoformer: Decomposition Transformers with Auto-Correlation for Long-Term Series Forecasting

preprint Full Text OpenAlex 1022 FWCI0

Forecasting: theory and practice

article Full Text OpenAlex 588 FWCI96.032

Artificial intelligence and machine learning in finance: Identifying foundations, themes, and research clusters from bibliometric analysis

article Full Text OpenAlex 500 FWCI85.738

Applications of deep learning in stock market prediction: Recent progress

article Full Text OpenAlex 498 FWCI65.986

An empirical survey of data augmentation for time series classification with neural networks

article Full Text OpenAlex 485 FWCI57.581

Prediction of Heart Disease Using a Combination of Machine Learning and Deep Learning

article Full Text OpenAlex 449 FWCI94.803

A Comprehensive Comparative Study of Artificial Neural Network (ANN) and Support Vector Machines (SVM) on Stock Forecasting

article Full Text OpenAlex 414 FWCI51.173

Machine learning in the Chinese stock market

article Full Text OpenAlex 347 FWCI58.017