Emotion Detection and Event Prediction System

Jahidul Arafat; Chongomweru Halimu

Emotion Detection and Event Prediction System

Jahidul Arafat * §

Contact

Chongomweru Halimu

Contact

tareqiut

Contact

§ HTRC

Emotion Detection and Event Prediction System

Article Fingerprint

ReserarchID

CSTY27G6

Emotion Detection and Event Prediction System Banner

Key Research Insights

Synthesized scholarly intelligence & interactive research assistant

Abstract

The focus of this research is to build a cloud based architecture to analyze the correlation between social media data and events predictions. From analytical point of view this study refurbishes the viability of models that treat public mode and emotion as a unitary phenomenon and suggest the needs to analyze those in predicting the market event status of the respective companies. The major significance of this research is the normalization and the conversion process that has utilized vector array list which thereby strengthen the conversion process and make the cloud storing an easy process. Furthermore, the experimental results demonstrate its improved performance over the factor of emotion analysis and synthesizing in the process of prediction to extract patterns in the way events behave and respond to external stimuli and vice versa.

References

39 Cites in Article

Reference Format

Cheng-Te Li,Chien-Yuan Wang,Chien-Lin Tseng,Shou-De Lin (2011). MemeTube: a sentiment-based audiovisual system for analyzing and displaying microblog messages.
Pedro Henrique,Calais Guerra,Adriano Veloso,Wagner Meira (2011). Virgílio Almeida, From bias to opinion: a transfer-learning approach to real-time sentiment analysis.
Boyixie Apoorvagarwal,Ilia Vovsha,Owen Rambow,Rebecca Passonneau (2011). Sentiment analysis of Twitter data.
Murat Bayir,Ismail Toroslu,Ahmet Cosar,Guven Fidan (2009). Smart Miner.
Huanhuan Cao,Daxin Jiang,Jian Pei,Qi He,Zhen Liao,Enhong Chen,Hang Li (2008). Context-aware query suggestion by mining click-through and session data.
N Diakopoulos,D Shamma (2010). Characterizing debate performance via aggregated twitter sentiment.
X Java,T Song,B Finin,Tseng (2007). Why we twitter: understanding microblogging usage and communities.
W Jin,H Ho,R Srihari (2009). Opinionminer: a novel machine learning system for web opinion mining and extraction.
Haewoon Kwak,Changhyun Lee,Hosung Park,Sue Moon (2010). What is Twitter, a social network or a news media?.
L Pang,Lee (2007). Opinion mining and sentiment analysis.
C.-C Chang,C.-J Lin (2011). LIBSVM: A library for support vector machines.
Bernard Jansen,Mimi Zhang,Kate Sobel,Abdur Chowdury (2009). Micro-blogging as online word of mouth branding.
Bo Pang,Lillian Lee (2008). Opinion Mining and Sentiment Analysis.
Peter Dodds,Christopher Danforth (2009). Measuring the Happiness of Large-Scale Written Expression: Songs, Blogs, and Presidents.
Eric Gilbert,Karrie Karahalios (2010). Widespread Worry and the Stock Market.
Daniel Hopkins,Gary King (2010). A Method of Automated Nonparametric Content Analysis for Social Science.
R Lindsay (2008). Predicting polls with Lexicon.
C Manning,P Raghavan,H Sch¨utze (2008). Introduction to Information Retrieval.
Q Mei,X Ling,M Wondra,H Su,C Zhai (2007). Topic sentiment mixture: modeling facets and opinions in weblogs.
Iadh Ounis,Craig Macdonald,Ian Soboroff (2008). Overview of the TREC 2008 Blog Track.
B Pang,L Lee (2008). Opinion Mining and Sentiment Analysis.
L Velikovich,S Blair-Goldensohn,K Hannan,R Mc-Donald (2010). The viability of web-dervied polarity lexicons.
James Wilcox (2007). Forecasting Components of Consumption with Components of Consumer Sentiment.
Johan Bollen,Huina Mao,Xiaojun Zeng (2011). Twitter mood predicts the stock market.
S Asur,B Huberman (2010). Predicting the Future with Social Media.
S Bergsma,L Dekang,R Goebel (2009). Web-scale Ngram models for lexical disambiguation.
H Choi,H Varian (2009). Predicting the Present with Google Trends.
Peter Dodds,Christopher Danforth (2009). Measuring the Happiness of Large-Scale Written Expression: Songs, Blogs, and Presidents.
D Edmans,O García,Norli (2007). Sports sentiment and stock returns.
B Frey (2008). Happiness: A Revolution in Economics.
Eric Gilbert,Karrie Karahalios (2010). Widespread Worry and the Stock Market.
H Mao,X.-J Zeng,G Leng,Y Zhai,J Keane (2009). Short and mid-term load forecasting using a bilevel optimization model.
Brendan O'connor,Ramnath Balasubramanyan,Bryan Routledge,Noah Smith (2010). From Tweets to Polls: Linking Text Sentiment to Public Opinion Time Series.
P Pak,Paroubek (2010). Twitter as a corpus for sentiment analysis and opinion mining.
Bo Pang,Lillian Lee (2008). Opinion Mining and Sentiment Analysis.
R Prechter,W Parker (2007). The financial/economic dichotomy in social behavioral dynamics: the socionomic perspective.
Robert Schumaker,Hsinchun Chen (2009). Textual analysis of stock market prediction using breaking financial news.
X Zhang,H Fuehres,P Gloor (2010). Predicting Event Indicators Through Twitter I Hope It is Not as Bad as I Fear, Collaborative Innovation Networks (COINs).
X Zhu,H Wang,L Xu,H Li (2008). Predicting stock index increments by neural networks: the role of trading volume under different horizons.

Download References

Funding

No external funding was declared for this work.

Conflict of Interest

The authors declare no conflict of interest.

Ethical Approval

No ethics committee approval was required for this article type.

Data Availability

Not applicable for this article.

How to Cite This Article

Jahidul Arafat, Chongomweru Halimu, tareqiut. 1970. "Emotion Detection and Event Prediction System". Global Journal of Computer Science and Technology - E: Network, Web & Security GJCST-E Volume 13 (GJCST Volume 13 Issue E13).

More Citation Formats

Select Citation Style:

Download Citation

GJCST Volume 13 Issue E13

Explore Journals Explore Volume Read This Issue

Journal Specifications

Crossref Journal DOI 10.17406/gjcst

Print ISSN 0975-4350

e-ISSN 0975-4172

Keywords

CSV hashtag JSON public emotion

Classification

GJCST-E Classification I.2.0

Submission ReceivedDecember 10, 2012
Peer Review Double Blind
Handling Editor
Accepted December 31, 2012
Published January 15, 2013

Version of record

v1.2

Language

English

Experiance in AR

Explore published articles in an immersive Augmented Reality environment. Our platform converts research papers into interactive 3D books, allowing readers to view and interact with content using AR and VR compatible devices.

View in VR

Read in 3D

Your published article is automatically converted into a realistic 3D book. Flip through pages and read research papers in a more engaging and interactive format.

View in 3D

Article Matrices

Total Score: 144

Country: Bangladesh

Subject: Global Journal of Computer Science and Technology

Authors: Jahidul Arafat, Chongomweru Halimu, Mohammad Ahsan Habib, Rajib Hossain (PhD/Dr. count: 0)

View Count (all-time): 392

Total Views (Real + Logic): 6609

Total Downloads (simulated): 377

Publish Date: 2013 01, Tue

Monthly Totals (Real + Logic):

Month 1: 27 views
Month 2: 54 views
Month 3: 59 views
Month 4: 52 views
Month 5: 34 views
Month 6: 46 views
Month 7: 47 views
Month 8: 20 views
Month 9: 41 views
Month 10: 36 views
Month 11: 41 views
Month 12: 25 views
Month 13: 42 views
Month 14: 40 views
Month 15: 41 views
Month 16: 36 views
Month 17: 41 views
Month 18: 26 views
Month 19: 35 views
Month 20: 41 views
Month 21: 18 views
Month 22: 37 views
Month 23: 16 views
Month 24: 18 views
Month 25: 21 views
Month 26: 32 views
Month 27: 37 views
Month 28: 22 views
Month 29: 25 views
Month 30: 38 views
Month 31: 27 views
Month 32: 34 views
Month 33: 32 views
Month 34: 19 views
Month 35: 43 views
Month 36: 38 views
Month 37: 27 views
Month 38: 46 views
Month 39: 28 views
Month 40: 13 views
Month 41: 46 views
Month 42: 28 views
Month 43: 30 views
Month 44: 33 views
Month 45: 26 views
Month 46: 40 views
Month 47: 40 views
Month 48: 12 views
Month 49: 20 views
Month 50: 28 views
Month 51: 17 views
Month 52: 34 views
Month 53: 24 views
Month 54: 41 views
Month 55: 25 views
Month 56: 32 views
Month 57: 26 views
Month 58: 31 views
Month 59: 46 views
Month 60: 28 views
Month 61: 26 views
Month 62: 25 views
Month 63: 28 views
Month 64: 36 views
Month 65: 13 views
Month 66: 35 views
Month 67: 22 views
Month 68: 23 views
Month 69: 17 views
Month 70: 41 views
Month 71: 42 views
Month 72: 30 views
Month 73: 37 views
Month 74: 32 views
Month 75: 17 views
Month 76: 42 views
Month 77: 28 views
Month 78: 16 views
Month 79: 38 views
Month 80: 34 views
Month 81: 13 views
Month 82: 11 views
Month 83: 36 views
Month 84: 33 views
Month 85: 32 views
Month 86: 27 views
Month 87: 29 views
Month 88: 32 views
Month 89: 36 views
Month 90: 30 views
Month 91: 32 views
Month 92: 28 views
Month 93: 26 views
Month 94: 27 views
Month 95: 16 views
Month 96: 16 views
Month 97: 34 views
Month 98: 27 views
Month 99: 38 views
Month 100: 32 views
Month 101: 34 views
Month 102: 34 views
Month 103: 13 views
Month 104: 17 views
Month 105: 18 views
Month 106: 21 views
Month 107: 20 views
Month 108: 47 views
Month 109: 17 views
Month 110: 27 views
Month 111: 22 views
Month 112: 31 views
Month 113: 35 views
Month 114: 21 views
Month 115: 16 views
Month 116: 26 views
Month 117: 27 views
Month 118: 32 views
Month 119: 18 views
Month 120: 38 views
Month 121: 33 views
Month 122: 33 views
Month 123: 23 views
Month 124: 23 views
Month 125: 41 views
Month 126: 23 views
Month 127: 35 views
Month 128: 21 views
Month 129: 24 views
Month 130: 35 views
Month 131: 29 views
Month 132: 39 views
Month 133: 26 views
Month 134: 34 views
Month 135: 30 views
Month 136: 24 views
Month 137: 23 views
Month 138: 26 views
Month 139: 36 views
Month 140: 16 views
Month 141: 38 views
Month 142: 25 views
Month 143: 41 views
Month 144: 28 views
Month 145: 25 views
Month 146: 35 views
Month 147: 30 views
Month 148: 32 views
Month 149: 37 views
Month 150: 30 views
Month 151: 33 views
Month 152: 40 views
Month 153: 33 views
Month 154: 19 views
Month 155: 24 views
Month 156: 18 views
Month 157: 39 views
Month 158: 29 views
Month 159: 48 views
Month 160: 38 views
Month 161: 29 views
Month 162: 42 views
Month 163: 46 views
Month 164: 42 views
Month 165: 20 views

Total Views: 6.6K

Total Downloads: 377

All Trends