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Stock Market Prediction

Papers

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Showing 51–100 of 104 papers

TitleStatusHype
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
A comparative study of Different Machine Learning Regressors For Stock Market Prediction—0
Stock2Vec: A Hybrid Deep Learning Framework for Stock Market Prediction with Representation Learning and Temporal Convolutional Network—0
A Novel Distributed Representation of News (DRNews) for Stock Market Predictions—0
NLP Analytics in Finance with DoRe: A French 250M Tokens Corpus of Corporate Annual Reports—0
Deep learning for Stock Market Prediction—0
Application of Deep Q-Network in Portfolio Management—0
Ascertaining price formation in cryptocurrency markets with DeepLearning—0
A new approach for trading based on Long Short Term Memory technique—0
U-CNNpred: A Universal CNN-based Predictor for Stock Markets—0
Predicting Indian stock market using the psycho-linguistic features of financial news—0
Group, Extract and Aggregate: Summarizing a Large Amount of Finance News for Forex Movement Prediction—0
Event Representation Learning Enhanced with External Commonsense KnowledgeCode0
HATS: A Hierarchical Graph Attention Network for Stock Movement PredictionCode0
Classi-Fly: Inferring Aircraft Categories from Open Data using Machine Learning—0
Machine Learning Construction: implications to cybersecurity—0
Global Stock Market Prediction Based on Stock Chart Images Using Deep Q-NetworkCode0
Using Deep Learning Neural Networks and Candlestick Chart Representation to Predict Stock MarketCode0
Predicting the Effects of News Sentiments on the Stock MarketCode0
Leveraging Financial News for Stock Trend Prediction with Attention-Based Recurrent Neural NetworkCode0
Twitter Geolocation using Knowledge-Based Methods—0
CNNPred: CNN-based stock market prediction using several data sources—0
Genetic Algorithm-Optimized Long Short-Term Memory Network for Stock Market Prediction—0
Improving Multi-label Emotion Classification via Sentiment Classification with Dual Attention Transfer Network—0
Temporal Relational Ranking for Stock PredictionCode0
Study and Observation of the Variations of Accuracies for Handwritten Digits Recognition with Various Hidden Layers and Epochs using Neural Network Algorithm—0
Enhancing Stock Market Prediction with Extended Coupled Hidden Markov Model over Multi-Sourced Data—0
Stock Price Correlation Coefficient Prediction with ARIMA-LSTM Hybrid ModelCode0
Learning Target-Specific Representations of Financial News Documents For Cumulative Abnormal Return PredictionCode0
Learning The Sequential Temporal Information with Recurrent Neural Networks—0
Stock Movement Prediction from Tweets and Historical PricesCode0
Aggregating multiple types of complex data in stock market prediction: A model-independent framework—0
Discovering Bayesian Market Views for Intelligent Asset AllocationCode0
Sentiment Predictability for StocksCode0
Listening to Chaotic Whispers: A Deep Learning Framework for News-oriented Stock Trend PredictionCode0
Stock Market Prediction with Deep Learning: A Character-based Neural Language Model for Event-based Trading—0
Opening the Black Box of Financial AI with CLEAR-Trade: A CLass-Enhanced Attentive Response Approach for Explaining and Visualizing Deep Learning-Driven Stock Market Prediction—0
Improvement of VerbNet-like resources by frame typing—0
Knowledge-Driven Event Embedding for Stock Prediction—0
Sentiment Clustering with Topic and Temporal Information from Large Email Dataset—0
Cross-Lingual Sentiment Classification with Bilingual Document Representation Learning—0
Topic Modeling based Sentiment Analysis on Social Media for Stock Market Prediction—0
Using Structured Events to Predict Stock Price Movement: An Empirical Investigation—0
Exploiting Social Relations and Sentiment for Stock Prediction—0
Stock Market Prediction from WSJ: Text Mining via Sparse Matrix Factorization—0
A Machine Learning Model for Stock Market Prediction—0
Collective Opinion Target Extraction in Chinese Microblogs—0
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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