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Stock Market Prediction

Papers

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Showing 51–100 of 104 papers

TitleStatusHype
An Experiment in Integrating Sentiment Features for Tech Stock Prediction in Twitter—0
A Novel Deep Reinforcement Learning Based Stock Direction Prediction using Knowledge Graph and Community Aware Sentiments—0
A Novel Distributed Representation of News (DRNews) for Stock Market Predictions—0
Application of Deep Q-Network in Portfolio Management—0
Ascertaining price formation in cryptocurrency markets with DeepLearning—0
Boosting the Accuracy of Stock Market Prediction via Multi-Layer Hybrid MTL Structure—0
Classi-Fly: Inferring Aircraft Categories from Open Data using Machine Learning—0
CNNPred: CNN-based stock market prediction using several data sources—0
Collective Opinion Target Extraction in Chinese Microblogs—0
Cross-Lingual Sentiment Classification with Bilingual Document Representation Learning—0
Deep learning for Stock Market Prediction—0
Dialog System Using Real-Time Crowdsourcing and Twitter Large-Scale Corpus—0
Distributed Multi-Task Learning for Stochastic Bandits with Context Distribution and Stage-wise Constraints—0
Distributed Stochastic Bandit Learning with Delayed Context Observation—0
Do Weibo platform experts perform better at predicting stock market?—0
Enhancing Financial Data Visualization for Investment Decision-Making—0
Enhancing Stock Market Prediction with Extended Coupled Hidden Markov Model over Multi-Sourced Data—0
Feature selection and regression methods for stock price prediction using technical indicators—0
Exploiting Social Relations and Sentiment for Stock Prediction—0
RAGIC: Risk-Aware Generative Adversarial Model for Stock Interval Construction—0
SARF: Enhancing Stock Market Prediction with Sentiment-Augmented Random Forest—0
A Comparative Predicting Stock Prices using Heston and Geometric Brownian Motion Models—0
Machine Learning Construction: implications to cybersecurity—0
Stock2Vec: A Hybrid Deep Learning Framework for Stock Market Prediction with Representation Learning and Temporal Convolutional Network—0
Stock Market Prediction from WSJ: Text Mining via Sparse Matrix Factorization—0
Stock Market Prediction using Natural Language Processing -- A Survey—0
Stock Market Prediction via Deep Learning Techniques: A Survey—0
Stock Market Prediction with Deep Learning: A Character-based Neural Language Model for Event-based Trading—0
Stock Price Prediction using Sentiment Analysis and Deep Learning for Indian Markets—0
Study and Observation of the Variations of Accuracies for Handwritten Digits Recognition with Various Hidden Layers and Epochs using Neural Network Algorithm—0
Topic Modeling based Sentiment Analysis on Social Media for Stock Market Prediction—0
Trend-encoded Probabilistic Multi-order Model: A Non-Machine Learning Approach for Enhanced Stock Market Forecasts—0
Twitter Geolocation using Knowledge-Based Methods—0
U-CNNpred: A Universal CNN-based Predictor for Stock Markets—0
Univariate and Multivariate LSTM Model for Short-Term Stock Market Prediction—0
Using Structured Events to Predict Stock Price Movement: An Empirical Investigation—0
Quantum-Assisted Support Vector Regression—0
Predicting the Effects of News Sentiments on the Stock MarketCode0
Listening to Chaotic Whispers: A Deep Learning Framework for News-oriented Stock Trend PredictionCode0
Temporal Relational Ranking for Stock PredictionCode0
Using Deep Learning Neural Networks and Candlestick Chart Representation to Predict Stock MarketCode0
Leveraging Financial News for Stock Trend Prediction with Attention-Based Recurrent Neural NetworkCode0
Learning Target-Specific Representations of Financial News Documents For Cumulative Abnormal Return PredictionCode0
Stock Movement and Volatility Prediction from Tweets, Macroeconomic Factors and Historical PricesCode0
Higher Order Transformers: Enhancing Stock Movement Prediction On Multimodal Time-Series DataCode0
Stock Movement Prediction from Tweets and Historical PricesCode0
Sentiment Predictability for StocksCode0
HATS: A Hierarchical Graph Attention Network for Stock Movement PredictionCode0
Global Stock Market Prediction Based on Stock Chart Images Using Deep Q-NetworkCode0
Stock Price Correlation Coefficient Prediction with ARIMA-LSTM Hybrid ModelCode0
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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