The paper aims at proposing an original summarization technique from Online Social Networks (OSNs) for multimedia stories’ creation. In particular, for each Multimedia Social Network (MuSN) – i.e. an OSN focusing on the management and sharing of multimedia information – we leverage a graph-based modeling approach and exploit influence analysis methodologies to detect the most important multimedia objects related to one or more topics of interest. Consecutively, from the list of candidate objects we obtain a multimedia summary on the basis of a novel summarization model and some heuristics, whose purpose is to generate multimedia stories with priority (w.r.t. some user keywords), continuity, variety and not receptiveness features. The effectiveness of the proposed approach is shown by the performed experiments on Flickr.

Amato, F., Castiglione, A., Mercorio, F., Mezzanzanica, M., Moscato, V., Picariello, A., et al. (2018). Multimedia story creation on social networks. FUTURE GENERATION COMPUTER SYSTEMS, 86, 412-420 [10.1016/j.future.2018.04.006].

Multimedia story creation on social networks

Mercorio, F;Mezzanzanica, M;
2018

Abstract

The paper aims at proposing an original summarization technique from Online Social Networks (OSNs) for multimedia stories’ creation. In particular, for each Multimedia Social Network (MuSN) – i.e. an OSN focusing on the management and sharing of multimedia information – we leverage a graph-based modeling approach and exploit influence analysis methodologies to detect the most important multimedia objects related to one or more topics of interest. Consecutively, from the list of candidate objects we obtain a multimedia summary on the basis of a novel summarization model and some heuristics, whose purpose is to generate multimedia stories with priority (w.r.t. some user keywords), continuity, variety and not receptiveness features. The effectiveness of the proposed approach is shown by the performed experiments on Flickr.
Articolo in rivista - Articolo scientifico
Influence analysis; Multimedia summarization; Online social networks; Visual analytics;
Visual Analytics, Multimedia Summarization, Online Social Networks, Influence Analysis
English
2018
86
412
420
reserved
Amato, F., Castiglione, A., Mercorio, F., Mezzanzanica, M., Moscato, V., Picariello, A., et al. (2018). Multimedia story creation on social networks. FUTURE GENERATION COMPUTER SYSTEMS, 86, 412-420 [10.1016/j.future.2018.04.006].
File in questo prodotto:
File Dimensione Formato  
1-s2.0-S0167739X17322483-main.pdf

Solo gestori archivio

Tipologia di allegato: Publisher’s Version (Version of Record, VoR)
Dimensione 876.41 kB
Formato Adobe PDF
876.41 kB Adobe PDF   Visualizza/Apri   Richiedi una copia

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/10281/193474
Citazioni
  • Scopus 34
  • ???jsp.display-item.citation.isi??? 19
Social impact