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Big Data Security on Cloud Servers Using Data Fragmentation Technique and NoSQL Database Read chapter Read first chapter

2019 | OriginalPaper | Chapter

Data Mining in Social Network

Authors : Flora Amato, Giovanni Cozzolino, Francesco Moscato, Vincenzo Moscato, Antonio Picariello, Giancarlo Sperli

Published in: Intelligent Interactive Multimedia Systems and Services

Publisher: Springer International Publishing

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Abstract

In this paper, we propose a novel data model for Multimedia Social Networks, i.e. particular social media networks that combine information on users belonging to one or more social communities together with the content that is generated and used within the related environments. The proposed model relies on the hypergraph data structure to capture and represent in a simple way all the different kinds of relationships that are typical of social media networks, and in particular among users and multimedia content. We also introduce some user and multimedia ranking functions to enable different applications. Finally, some experiments concerning effectiveness of the approach for supporting relevant information retrieval activities are reported and discussed.

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Footnotes
1
Such strategy is necessary in the ranking to penalize lurkers, i.e. users of a MSN that are quite inactive and not directly interact with multimedia content but through user to user relationships.
 
Literature
1.
Moscato, F.: Exploiting model profiles in requirements verification of cloud systems. Int. J. High Perform. Comput. Networking 8(3), 259–274 (2015)CrossRef
2.
Nan, G., Zang, C., Dou, R., Li, M.: Pricing and resource allocation for multimedia social network in cloud environments. Knowl.-Based Syst. 88, 1–11 (2015)CrossRef
3.
Liu, D., Ye, G., Chen, C.-T., Yan, S., Chang, S.-F.: Hybrid social media network. In: Proceedings of the 20th ACM International Conference on Multimedia. ACM, pp. 659–668 (2012)
4.
Zhang, Z., Wang, K.: A trust model for multimedia social networks. Soc. Netw. Anal. Min. 3(4), 969–979 (2013)CrossRef
5.
Ji, X., Wang, Q., Chen, B.-W., Rho, S., Kuo, C.J., Dai, Q.: Online distribution and interaction of video data in social multimedia network. Multimedia Tools Appl. 1–14 (2014)
6.
O’Donovan, F.T., Fournelle, C., Gaffigan, S., Brdiczka, O., Shen, J., Liu, J., Moore, K.E.: Characterizing user behavior and information propagation on a social multimedia network. In: 2013 IEEE International Conference on Multimedia and Expo Workshops (ICMEW), pp. 1–6. IEEE (2013)
7.
Moscato, V., Picariello, A., Subrahmanian, V.: Multimedia social networks for cultural heritage applications: the givas project. In: Data Management in Pervasive Systems, pp. 169–182. Springer (2015)
8.
Amato, F., Moscato, F.: A model driven approach to data privacy verification in e-health systems. Trans. Data Priv. 8(3), 273–296 (2015)
9.
Amato, F., Moscato, F.: Pattern-based orchestration and automatic verification of composite cloud services. Comput. Electr. Eng. 56, 842–853 (2016)CrossRef
10.
Chianese, A., Benedusi, P., Marulli, F., Piccialli, F.: An associative engines based approach supporting collaborative analytics in the internet of cultural things, pp. 533–538 (2015)
11.
Hong, M., Jung, J., Piccialli, F., Chianese, A.: Social recommendation service for cultural heritage. Pers. Ubiquit. Comput. 21(2), 191–201 (2017)CrossRef
12.
Chianese, A., Piccialli, F.: SmaCH: A framework for smart cultural heritage spaces, pp. 477–484 (2015)
13.
Della Vecchia, G., Gallo, L., Esposito, M., Coronato, A.: An infrastructure for smart hospitals. Multimedia Tools Appl. 59(1), 341–362 (2012)CrossRef
14.
Essmaeel, K., Gallo, L., Damiani, E., De Pietro, G., Dipanda, A.: Comparative evaluation of methods for filtering kinect depth data. Multimedia Tools Appl. 74(17), 7331–7354 (2015)CrossRef
15.
Albanese, M., d’Acierno, A., Moscato, V., Persia, F., Picariello, A.: A multimedia recommender system. ACM Trans. Internet Technol. (TOIT) 13(1), 3 (2013)CrossRef
16.
Moscato, V., Picariello, A., Rinaldi, A.M.: Towards a user based recommendation strategy for digital ecosystems. Knowl.-Based Syst. 37, 165–175 (2013)CrossRef
17.
Placitelli, A.P., Gallo, L.: Low-cost augmented reality systems via 3D point cloud sensors. In: 2011 Seventh International Conference on Signal-Image Technology and Internet-Based Systems (SITIS), pp. 188–192. IEEE (2011)
18.
Colace, F., Santo, M.D., Greco, L., Amato, F., Moscato, V., Picariello, A.: Terminological ontology learning and population using latent dirichlet allocation. J. Vis. Lang. Comput. 25(6), 818–826 (2014)CrossRef
19.
Cunningham, H., Maynard, D., Bontcheva, K., Tablan, V.: A framework and graphical development environment for robust NLP tools and applications. In: ACL, pp. 168–175 (2002)
Metadata
Title
Data Mining in Social Network
Authors
Flora Amato
Giovanni Cozzolino
Francesco Moscato
Vincenzo Moscato
Antonio Picariello
Giancarlo Sperli
Copyright Year
2019
Book
Intelligent Interactive Multimedia Systems and Services

Print ISBN: 978-3-319-92230-0

Electronic ISBN: 978-3-319-92231-7

Copyright Year: 2019

DOI
https://doi.org/10.1007/978-3-319-92231-7_6

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