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Stock Market Prediction

Papers

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Showing 1–50 of 104 papers

TitleStatusHype
HQNN-FSP: A Hybrid Classical-Quantum Neural Network for Regression-Based Financial Stock Market Prediction—0
Trend-encoded Probabilistic Multi-order Model: A Non-Machine Learning Approach for Enhanced Stock Market Forecasts—0
Boosting the Accuracy of Stock Market Prediction via Multi-Layer Hybrid MTL Structure—0
Higher Order Transformers: Enhancing Stock Movement Prediction On Multimodal Time-Series DataCode0
Innovative Sentiment Analysis and Prediction of Stock Price Using FinBERT, GPT-4 and Logistic Regression: A Data-Driven Approach—0
GRUvader: Sentiment-Informed Stock Market Prediction—0
Higher Order Transformers: Efficient Attention Mechanism for Tensor Structured Data—0
FinVision: A Multi-Agent Framework for Stock Market Prediction—0
A Hierarchical conv-LSTM and LLM Integrated Model for Holistic Stock Forecasting—0
SARF: Enhancing Stock Market Prediction with Sentiment-Augmented Random Forest—0
Machine learning in weekly movement prediction—0
Indian Stock Market Prediction using Augmented Financial Intelligence ML—0
FinReport: Explainable Stock Earnings Forecasting via News Factor Analyzing ModelCode2
RAGIC: Risk-Aware Generative Adversarial Model for Stock Interval Construction—0
Do Weibo platform experts perform better at predicting stock market?—0
Fin-GAN: forecasting and classifying financial time series via generative adversarial networksCode2
Distributed Multi-Task Learning for Stochastic Bandits with Context Distribution and Stage-wise Constraints—0
Enhancing Financial Data Visualization for Investment Decision-Making—0
Stock Movement and Volatility Prediction from Tweets, Macroeconomic Factors and Historical PricesCode0
Feature selection and regression methods for stock price prediction using technical indicators—0
Hidden Markov Models for Stock Market PredictionCode1
Market-GAN: Adding Control to Financial Market Data Generation with Semantic ContextCode1
Identifying Trades Using Technical Analysis and ML/DL Models—0
A Multifactor Analysis Model for Stock Market PredictionCode1
Stock Broad-Index Trend Patterns Learning via Domain Knowledge Informed Generative NetworkCode1
A Comparative Predicting Stock Prices using Heston and Geometric Brownian Motion Models—0
Stock Market Prediction via Deep Learning Techniques: A Survey—0
LERT: A Linguistically-motivated Pre-trained Language ModelCode2
Stock Market Prediction using Natural Language Processing -- A Survey—0
A Modular Framework for Reinforcement Learning Optimal ExecutionCode1
Distributed Stochastic Bandit Learning with Delayed Context Observation—0
Astock: A New Dataset and Automated Stock Trading based on Stock-specific News Analyzing ModelCode2
Univariate and Multivariate LSTM Model for Short-Term Stock Market Prediction—0
Stock Price Prediction using Sentiment Analysis and Deep Learning for Indian Markets—0
PERT: Pre-training BERT with Permuted Language ModelCode2
Machine Learning Models in Stock Market Prediction—0
DDG-DA: Data Distribution Generation for Predictable Concept Drift AdaptationCode0
Quantum-Assisted Support Vector Regression—0
A Novel Deep Reinforcement Learning Based Stock Direction Prediction using Knowledge Graph and Community Aware Sentiments—0
Effectiveness of Artificial Intelligence in Stock Market Prediction based on Machine LearningCode1
Trade the Event: Corporate Events Detection for News-Based Event-Driven TradingCode1
A comparative study of Different Machine Learning Regressors For Stock Market Prediction—0
Stock price prediction using Generative Adversarial NetworksCode1
SliceNStitch: Continuous CP Decomposition of Sparse Tensor StreamsCode1
FinRL: A Deep Reinforcement Learning Library for Automated Stock Trading in Quantitative FinanceCode3
Deep Attentive Learning for Stock Movement Prediction From Social Media Text and Company CorrelationsCode1
Stock2Vec: A Hybrid Deep Learning Framework for Stock Market Prediction with Representation Learning and Temporal Convolutional Network—0
Qlib: An AI-oriented Quantitative Investment PlatformCode4
A Novel Distributed Representation of News (DRNews) for Stock Market Predictions—0
SKEP: Sentiment Knowledge Enhanced Pre-training for Sentiment AnalysisCode2
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All datasetsAstockstocknetS&P 500

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SRL&SDPG&FactorsAccuray75.4—Unverified
2SDPG&FactorsAccuray73.12—Unverified
3SRL&FactorsAccuray69.48—Unverified
4Chinese Pert Large (News+Factors)Accuray67.37—Unverified
5SRLAccuray66.89—Unverified
6Chinese Lert Large (News+Factors)Accuray66.36—Unverified
7SRL&SDPGAccuray66.1—Unverified
8Chinese Pert Large (News)Accuray65.09—Unverified
9Chinese Lert Large (News)Accuray64.37—Unverified
10Factos OnlyAccuray63.74—Unverified
#ModelMetricClaimedVerifiedStatus
1HOTF10.72—Unverified
2MAN-SFF10.61—Unverified
3StockNetF10.58—Unverified
4Adversarial LSTMF10.57—Unverified
5HATSF10.56—Unverified
#ModelMetricClaimedVerifiedStatus
1LSTMAverage daily returns0.64—Unverified