Twitter mood predicts the stock market

Published in

Journal of Computer Science(2010)

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TL;DR

This work investigates whether measurements of collective mood states derived from large-scale Twitter feeds are correlated to the value of the Dow Jones Industrial Average (DJIA) over time and indicates that the accuracy of DJIA predictions can be significantly improved by the inclusion of specific public mood dimensions but not others.

Authors

J. Bollen

1 papers

Huina Mao

1 papers

Xiao-Jun Zeng

1 papers

References77 items

Happiness Is Assortative in Online Social Networks

From Tweets to Polls: Linking Text Sentiment to Public Opinion Time Series

Widespread Worry and the Stock Market

Predicting the Future with Social Media

Modeling Public Mood and Emotion: Twitter Sentiment and Socio-Economic Phenomena

Twitter mood predicts the stock market

Published in

Journal of Computer Science(2010)

External Links:

Generate Graph DownloadPDF

TL;DR

Authors

J. Bollen

1 papers

Huina Mao

1 papers

Xiao-Jun Zeng

1 papers

References77 items

Happiness Is Assortative in Online Social Networks

From Tweets to Polls: Linking Text Sentiment to Public Opinion Time Series

Widespread Worry and the Stock Market

Predicting the Future with Social Media

Modeling Public Mood and Emotion: Twitter Sentiment and Socio-Economic Phenomena

A hybrid learning algorithm with a similarity-based pruning strategy for self-adaptive neuro-fuzzy systems

Web-Scale N-gram Models for Lexical Disambiguation

Proceedings of the 21st international jont conference on Artifical intelligence

Short-Term and Midterm Load Forecasting Using a Bilevel Optimization Model

Predicting the Present with Google Trends

Textual analysis of stock market prediction using breaking financial news: The AZFin text system

Sound and complete relevance assessment for XML retrieval

Opinion Mining and Sentiment Analysis

Predicting stock index increments by neural networks: The role of trading volume under different horizons

Between Conjecture and Memento: Shaping A Collective Emotional Perception of the Future

ARSA: a sentiment-aware model for predicting sales performance using blogs

The Financial/Economic Dichotomy in Social Behavioral Dynamics: The Socionomic Perspective

Stock market prediction with multiple classifiers

Erratum to "An on-line algorithm for creating self-organizing fuzzy neural networks" [Neural Networks 17(10)(2004)1477-1493]

Sports Sentiment and Stock Returns

A combined SVM and LDA approach for classification

OpinionFinder: A System for Subjectivity Analysis

Recognizing Contextual Polarity in Phrase-Level Sentiment Analysis

Discourse Chunking and its Application to Sentence Compression

Social Mood and Financial Economics

The predictive power of online chatter

An on-line algorithm for creating self-organizing fuzzy neural networks

The Efficient Market Hypothesis and Its Critics

Learning Extraction Patterns for Subjective Expressions

Learning subjective nouns using extraction pattern bootstrapping

Proceedings of the seventh conference on Natural language learning at HLT-NAACL 2003 - Volume 4

Constructivist and Ecological Rationality in Economics

Emotion, Cognition, and Behavior

Permanent and Temporary Components of Stock Prices: Evidence from Assessing Macroeconomic Shocks

A multivariate test for stock market efficiency: the case of ASE

A fast approach for automatic generation of fuzzy rules by generalized dynamic fuzzy neural networks

Good Day Sunshine: Stock Returns and the Weather

A fast learning algorithm for parsimonious fuzzy neural systems

Factors predicting the subjective well-being of nations.

Descartes' Error: Emotion, Reason and the Human Brain

ANFIS: adaptive-network-based fuzzy inference system

Efficiency and inefficiency in thinly traded stock markets: Kuwait and Saudi Arabia

Efficient Capital Markets: II

Stock market prediction system with modular neural networks

The ART of Adaptive Pattern Recognition by a Self-Organizing Neural Network

Nonlinear signal processing using neural networks: Prediction and system modelling

Factor structure of the Profile of Mood States (POMS): two partial replications.

Neurons with graded response have collective computational properties like those of two-state neurons.

Prospect theory: An analysis of decision under risk Econometrica 47

The Adjustment of Stock Prices to New Information

The Random Character of Stock Market Prices.

Predicting Stock Market Indicators Through Twitter “I hope it is not as bad as I fear”

Twitter as a Corpus for Sentiment Analysis and Opinion Mining

Proceedings of the Seventh conference on International Language Resources and Evaluation (LREC'10)

ACM Trans. Inf. Syst

IEEE Transaction on Power System

Life in the network: The coming age of computational social science: Science

Happiness: A Revolution in Economics

Foundations and Trends in Information Retrieval

Expert Syst. Appl

Efficient Capital Markets : II

INTERNATIONAL ECONOMIC REVIEW

Applied Intelligence

Predicting Movie Sales from Blogger Sentiment

Capturing Global Mood Levels using Blog Posts

Journal of Clinical Psychology

Web 1T 5-gram Version 1, Tech. rep., Linguistic Data Consortium

The wave principle of human social behavior and the new science of socionomics

IEEE International Conference on Neural Networks

Neural networks for pattern recognition

The ART of adaptive pattern recognition by a self-organizing neural network

Profile of mood states

The Behavior of Stock-Market Prices

Journal of business

Journal of Banking and Finance

You have printed the following article : Prospect Theory : An Analysis of Decision under Risk

United States Email:jbollen@indiana

Field of Study

Computer SciencePhysicsPsychology

Journal Information

Name

ArXiv

Volume

abs/2005.00687

Venue Information

Name

Journal of Computer Science

Type

journal

URL

https://thescipub.com/journals/jcs/

Alternate Names

Journal of Computational Science
J Comput Sci