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2018 | OriginalPaper | Buchkapitel

Social Information Services: A Service Oriented Analysis of Social Media

verfasst von : Kashif Ali, Margaret Hamilton, Charles Thevathayan, Xiuzhen Zhang

Erschienen in: Web Services – ICWS 2018

Verlag: Springer International Publishing

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Abstract

Social media has emerged as a free source of public data. Despite the diversity in social media platforms, current social media analysis tools consider them as a similar entity. Hence, these tools lack the flexibility to interpret the diversity of social media platforms and its analysis requirements. In order to interpret the diversity, we propose a novel service oriented approach to visualize and analyze social media platforms. Firstly, we formalize social media as a service and classify its functional and non-functional properties. Secondly, we conduct experiments on the real-world datasets for a variety of topics. We empirically quantify the functional and non-functional properties of social media platforms. We also present future directions and research challenges associated with the service orientation of social media.

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Vorheriges Kapitel Coupled Linear and Deep Nonlinear Method for Meetup Service Recommendation

Nächstes Kapitel A RESTful Web Service for Non-overlapping Community Quality Assessment with MPI

https://www.csc.ncsu.edu/faculty/healey/tweet_viz/tweet_app/.

http://www.socialmention.com/.

https://hootsuite.com/.

https://github.com/strohne/Facepager.

Despite the data size disparity, it should be noted that the data from three services for all topics is collected with similar efforts.

https://www.internetslang.com/.

Aggarwal, C., Abdelzaher, T.: Integrating sensors and social networks. In: Aggarwal, C. (ed.) Social Network Data Analytics, pp. 379–412. Springer, Boston (2011). https://doi.org/10.1007/978-1-4419-8462-3_14CrossRef

Ali, K., Dong, H., Bouguettaya, A., Erradi, A., Hadjidj, R.: Sentiment analysis as a service: a social media based sentiment analysis framework. In: International Conference on Web Services (ICWS), pp. 660–667. IEEE (2017)

Baldwin, T., Cook, P., Lui, M., MacKinlay, A., Wang, L.: How noisy social media text, how diffrnt social media sources? In: International Joint Conference on Natural Language Processing, pp. 356–364 (2013)

Dai, S., Gao, Q., Fan, Z., Kang, G.: User perceived quality of online social information services: from the perspective of knowledge management. In: IEEE International Conference on Industrial Engineering and Engineering Management, pp. 482–486 (2007)

Daud, N., Kadir, W.: Static and dynamic classifications for SOA structural attributes metrics. In: 8th Malaysian Software Engineering Conference (2014)

Dingli, A., Mercieca, L., Spina, R., Galea, M.: Event detection using social sensors. In: 2nd International Conference on Information and Communication Technologies for Disaster Management, pp. 35–41 (2015)

Gao, H., Barbier, G., Goolsby, R., Zeng, D.: Harnessing the crowdsourcing power of social media for disaster relief. IEEE Intell. Syst. 26, 10–14 (2011)CrossRef

Injadat, M., Salo, F., Nassif, A.: Data mining techniques in social media: a survey. Neurocomputing 214, 654–670 (2016)CrossRef

Kaplan, A., Haenlein, M.: Users of the world, unite! the challenges and opportunities of social media. Bus. Horiz. 53, 59–68 (2010)CrossRef

10.

Chai, K., Potdar, V., Dillon, T.: Content quality assessment related frameworks for social media. In: Gervasi, O., Taniar, D., Murgante, B., Laganà, A., Mun, Y., Gavrilova, M.L. (eds.) ICCSA 2009. LNCS, vol. 5593, pp. 791–805. Springer, Heidelberg (2009). https://doi.org/10.1007/978-3-642-02457-3_65CrossRef

11.

Lingad, J., Karimi, S., Yin, J.: Location extraction from disaster-related microblogs. In: Proceedings of the 22nd International Conference on World Wide Web, pp. 1017–1020. ACM (2013)

12.

Liu, Y., Han, W., Tian, Y.: Trending topic prediction on social network. In: 5th IEEE International Conference on Broadband Network and Multimedia Technology, pp. 149–154 (2013)

13.

Madhoushi, Z., Hamdan, A., Zainudin, S.: Sentiment analysis techniques in recent works. In: Science and Information Conference (SAI) (2015)

14.

Mahdavi, S., Ibrahim, R., Bakri, A.: Understanding factors on the customer intention behavior through Facebook commerce: a conceptual model. In: International Symposium on Technology Management and Emerging Technologies (2014)

15.

Medeiros, R., Rosa, N., Pires, L.: Cost management of service compositions. Int. J. Serv. Comput. (IJSC) 4(4), 35–50 (2016)

16.

Medhat, W., Hassan, A., Korashy, H.: Sentiment analysis algorithms and applications: a survey. Ain Shams Eng. J. 5, 1093–1113 (2014)CrossRef

17.

Medjahed, B., Bouguettaya, A., Elmagarmid, A.: Composing web services on the semantic web. VLDB J. 12, 333–351 (2003)CrossRef

18.

Mietzner, R., Fehling, C., Karastoyanova, D., Leymann, F.: Combining horizontal and vertical composition of services. In: IEEE International Conference on Service-Oriented Computing and Applications, pp. 1–8 (2010)

19.

Neiat, A.G., Bouguettaya, A., Sellis, T., Dong, H.: Failure-proof spatio-temporal composition of sensor cloud services. In: Franch, X., Ghose, A.K., Lewis, G.A., Bhiri, S. (eds.) ICSOC 2014. LNCS, vol. 8831, pp. 368–377. Springer, Heidelberg (2014). https://doi.org/10.1007/978-3-662-45391-9_26CrossRef

20.

Padmanabhan, A., Wang, S., Cao, G., Hwang, M.: FluMapper: an interactive cyberGIS environment for massive location-based social media data analysis. In: Proceedings of the Conference on Extreme Science and Engineering Discovery Environment: Gateway to Discovery (2013)

21.

Patil, H., Atique, M.: Sentiment analysis for social media: a survey. In: 2nd International Conference on Information Science and Security, pp. 1–4 (2015)

22.

Ravi, K., Ravi, V.: A survey on opinion mining and sentiment analysis: tasks, approaches and applications. Knowl. Based Syst. 89, 14–46 (2015)CrossRef

23.

Ruan, S., Lai, J., Chen, X., Zhang, X.: Deviated expectation based classification method for stock price prediction. Serv. Trans. Big Data (STBD) 3(2), 36–46 (2016)CrossRef

24.

Thelwall, M., Buckley, K., Cai, D., Kappas, A.: Sentiment strength detection in short informal text. J. Am. Soc. Inf. Sci. Technol. 61, 2544–2558 (2010)CrossRef

25.

Wan, S., Paris, C., Georgakopoulos, D.: Improving government services using social media feedback. In: Nepal, S., Paris, C., Georgakopoulos, D. (eds.) Social Media for Government Services, pp. 221–246. Springer, Cham (2015). https://doi.org/10.1007/978-3-319-27237-5_11CrossRef

26.

Zeng, D., Chen, H., Lusch, R., Li, S.: Social media analytics and intelligence. IEEE Intell. Syst. 25(6), 13–16 (2010)CrossRef

27.

Zeng, L., Benatallah, B., Ngu, A., Dumas, M., Kalagnanam, J., Chang, H.: QoS-aware middleware for web services composition. IEEE Trans. Softw. Eng. 30(5), 311–327 (2004)CrossRef

Titel: Social Information Services: A Service Oriented Analysis of Social Media
verfasst von: Kashif Ali
Margaret Hamilton
Charles Thevathayan
Xiuzhen Zhang
Verlag: Springer International Publishing
Buch: Web Services – ICWS 2018
Print ISBN: 978-3-319-94288-9

Electronic ISBN: 978-3-319-94289-6

Copyright-Jahr: 2018
DOI: https://doi.org/10.1007/978-3-319-94289-6_17

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