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The power of social media analytics

Published: 01 June 2014 Publication History

Abstract

How to use, and influence, consumer social communications to improve business performance, reputation, and profit.

References

[1]
Anderson, T.W. The Statistical Analysis of Time Series. John Wiley & Sons, Inc., New York, 1971.
[2]
Asiedu, Y. and Gu, P. Product life cycle cost analysis: State-of-the-art review. International Journal of Product Research 36, 4 (1998), 883--908.
[3]
Billington, C., Lee H., and Tang C. Successful strategies for product rollovers. Sloan Management Review 39, 3 (Apr. 2012).
[4]
Blei, D.M. Probabilistic topic models. Commun. ACM 55, 4 (Apr. 2012), 77--84.
[5]
Bonchi, F., Castillo, C., Gionis, A., and Jaimes, A. Social network analysis and mining for business applications. ACM Transactions on Intelligent Systems and Technology 2, 3 (Apr. 2011), 22.
[6]
Chen, H., Chiang, R.H.L., and Storey, V. Business intelligence and analytics: From big data to big impact. MIS Quarterly 36, 4 (Dec. 2012), 1165--1188.
[7]
Chui, M., Manyika, J., Bughin, J., Dobbs, R., Roxburgh, C., Sarrazin, H., Sands, G., Westergren, M. The Social Economy: Unlocking Value and Productivity Through Social Technologies. Research Report. McKinsey Global Institute, 2012; http://www.mckinsey.com/insights/mgi/research/technology_and_innovation/the_social_economy
[8]
Chunara, R., Andrews, J.R., and Brownstein, J.S. Social and news media enable estimation of epidemiological patterns early in the 2010 Haitian cholera outbreak. The American Journal of Tropical Medicine and Hygiene 86, 1 (Jan. 2012), 39--45.
[9]
Fan, W., Wallace, L., Rich, S., and Zhang, Z. Tapping the power of text mining. Commun. ACM 49, 9 (Sept. 2006), 77--82.
[10]
Feldman, R. and Sanger, J. The Text Mining Handbook: Advanced Approaches in Analyzing Unstructured Data. Cambridge University Press, Cambridge, U.K., 2007.
[11]
Gayo-Avello, D. Don't turn social media into another 'Literary Digest' poll. Commun. ACM 54, 10 (Oct. 2011).
[12]
Grossberg, S. Nonlinear neural networks: Principles, mechanisms, and architectures. Neural Networks 1, 1 (1988), 17--61.
[13]
Hoffman, D. and Fodor, M. Can you measure the ROI of your social media marketing? Sloan Management Review 52, 1 (Fall 2010), 41--49.
[14]
Hofmann, T. Probabilistic latent semantic indexing. In Proceedings of the ACM SIGIR International Conference on Research and Development in Information Retrieval (Berkeley, CA). ACM Press, New York, 1999, 50--57.
[15]
Pang, B. and Lee, L. Opinion mining and sentiment analysis. Foundations and Trends in Information Retrieval 2, 1 (2008), 1--135.
[16]
Ramaswamy, V. and Gouillart, F. The Power of Co-Creation. Free Press, London, 2010.
[17]
Rollason, H. Why social media makes customer service better. Mashable (Sept. 29, 2012); http://mashable.com/2012/09/29/social-media-better-customer-service/
[18]
Scott, J. Social Network Analysis. SAGE Publications, Thousand Oaks, CA, 2012.
[19]
Sprott, D., Czellar, S., and Spangenberg, E. The importance of a general measure of brand engagement on market behavior: Development and validation of a scale. Journal of Marketing Research 46, 1 (Feb. 2009), 92--104.
[20]
Steinwart, I. and Christmann, A. Support Vector Machines. John Wiley & Sons, Inc., New York, 2008.
[21]
Stelzner, M.A. Social Media Marketing Industry Report. 2012; http://www.socialmediaexaminer.com/socialmedia-marketing-industry-report-2012/
[22]
Straley, B. How to: Target social media influencers to boost traffic and sales. Mashable (Apr. 15, 2010); http://mashable.com/2010/04/15/social-media-influencers/
[23]
Thomas, J.J. and Cook, K.A. A visual analytics agenda. IEEE Computer Graphics and Applications 26, 1 (Jan./Feb. 2006), 10--13.
[24]
Tufte, E.R. The Visual Display of Quantitative Information, Second Edition. Graphics Press, Cheshire, CT, 2001.
[25]
Turney, P. Thumbs up or thumbs down? Semantic orientation applied to unsupervised classification of reviews. In Proceedings of the Association for Computational Linguistics (Philadelphia). ACL, Stroudsburg, PA, 2002, 417--424.
[26]
Wallach, H.M. Topic modeling: Beyond bag-of-words. In Proceedings of the 23rd International Conference on Machine Learning (Pittsburgh). ACM Press, New York, 2006, 977--984.
[27]
Yin, Z., Cao, L., Gu, Q., and Han, J. Latent community topic analysis: Integration of community discovery with topic modeling. ACM Transactions on Intelligent Systems and Technology 3, 4 (Sept. 2012), 1--21.
[28]
Zeng, D., Chen, H., Lusch, R., and Li, S-H. Social media analytics and intelligence. IEEE Intelligent Systems 25, 6 (Dec. 2010), 13--16.

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  • (2024)Moderating Effect of Social Media Usage on Online Reviews and Consumer Purchasing Intention in Kenya.International Journal of Social Science and Humanities Research (IJSSHR) ISSN 2959-7056 (o); 2959-7048 (p)10.61108/ijsshr.v2i1.652:1(1-11)Online publication date: 24-Jan-2024
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Published In

cover image Communications of the ACM
Communications of the ACM  Volume 57, Issue 6
June 2014
103 pages
ISSN:0001-0782
EISSN:1557-7317
DOI:10.1145/2602695
  • Editor:
  • Moshe Y. Vardi
Issue’s Table of Contents
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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Association for Computing Machinery

New York, NY, United States

Publication History

Published: 01 June 2014
Published in CACM Volume 57, Issue 6

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Cited By

View all
  • (2024)Moderating Effect of Social Media Usage on Online Reviews and Consumer Purchasing Intention in Kenya.International Journal of Social Science and Humanities Research (IJSSHR) ISSN 2959-7056 (o); 2959-7048 (p)10.61108/ijsshr.v2i1.652:1(1-11)Online publication date: 24-Jan-2024
  • (2024)Perspective Chapter: Social Media Analytics – The Pavers of Business Model DevelopmentSocial Media and Modern Society - How Social Media Are Changing the Way We Interact with the World Around10.5772/intechopen.1006188Online publication date: 22-Aug-2024
  • (2024)Open Source Adoption for Digital Transformation and Data Management During the COVID-19 CrisisJournal of Database Management10.4018/JDM.36070835:1(1-26)Online publication date: 15-Nov-2024
  • (2024)AI and Database Management for Organizational Transformation With Insights From Twitter DataJournal of Database Management10.4018/JDM.35933535:1(1-25)Online publication date: 7-Jan-2024
  • (2024)Global Perspective on EMR and eHealthInternational Journal of Intelligent Information Technologies10.4018/IJIIT.34304620:1(1-29)Online publication date: 17-Sep-2024
  • (2024)An Assessment of Digitalization Techniques in Contact Centers and Their Impact on Agent Performance and Well-BeingSustainability10.3390/su1602071416:2(714)Online publication date: 14-Jan-2024
  • (2024)A Novel Robust Theoretical Approach on Social Media Advertisement Platform SelectionSosyal Medya Reklam Platformu Seçimi için Yeni Bir Dayanıklı Teorik YaklaşımUluslararası Muhendislik Arastirma ve Gelistirme Dergisi10.29137/umagd.1398580Online publication date: 3-Jan-2024
  • (2024)Investigating The Role of Paraphrasing in Sentiment AnalysisProceedings of the 2024 9th International Conference on Intelligent Information Technology10.1145/3654522.3654529(36-41)Online publication date: 23-Feb-2024
  • (2024)Financial Sentiment Analysis: Techniques and ApplicationsACM Computing Surveys10.1145/364945156:9(1-42)Online publication date: 24-Apr-2024
  • (2024)Navigating Tomorrow’s Engagement: A Comprehensive Social Media Management Platform2024 Second International Conference on Inventive Computing and Informatics (ICICI)10.1109/ICICI62254.2024.00021(73-79)Online publication date: 11-Jun-2024
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