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Linking Multimedia Content for Efficient News Browsing

Published: 06 June 2017 Publication History

Abstract

As the amount of news information available online grows, media are in need of advanced tools to explore the information surrounding specific events before writing their own piece of news, e.g., adding context and insight. While many tools exist to extract information from large datasets, they do not offer an easy way to gain insight from a news collection by browsing, going from article to article and viewing unaltered original content. Such browsing tools require the creation of rich underlying structures such as graph representations. These representations can be further enhanced by typing links that connect nodes, in order to inform the user on the nature of their relation. In this article, we introduce an efficient way to generate links between news items in order to obtain an easily navigable graph, and enrich this graph by automatically typing created links. User evaluations are conducted on real world data in order to assess for the interest of both the graph representation and link typing in a press reviewing task, showing a significant improvement compared to classical search engines.

References

[1]
Amr Ahmed, Qirong Ho, Jacob Eisenstein, Eric Xing, Alexander J Smola, and Choon Hui Teo. 2011. Unified analysis of streaming news. In 20th International Conference on World Wide Web. 267--276.
[2]
Rémi Bois, Guillaume Gravier, Pascale Sébillot, and Emmanuel Morin. 2015. Vers une typologie de liens entre contenus journalistiques. In 22e Conférence Traitement Automatique des Langues Naturelles. 515--521.
[3]
Morgan Bréhinier, Sébastien Campion, and Guillaume Gravier. 2012. Texmix: An automatically generated news navigation portal. In International Conference on Multimedia Retrieval.
[4]
Maximilien Danisch, Jean-Loup Guillaume, and Bénédicte Le Grand. 2013. To- wards multi-ego-centred communities: A node similarity approach. International Journal of Web Based Communities 9, 3 (2013), 299--322.
[5]
Maria Eskevich, Gareth J.F. Jones, Shu Chen, Robin Aly, Roeland Ordelman, Dan- ish Nadeem, Camille Guinaudeau, Guillaume Gravier, Pascale Sébillot, Tom De Nies, Pedro Debevere, Rik Van de Walle, Petra Galušcąkovą, Pavel Pecina, and Martha Larson. 2013. Multimedia information seeking through search and hyperlinking. In ACM International Conference on Multimedia Retrieval. 287--294.
[6]
Fabio Gasparetti. 2016. Modeling user interests from web browsing activities. Data Mining and Knowledge Discovery (2016), 1--46.
[7]
Mouzhi Ge, Carla Delgado-Battenfeld, and Dietmar Jannach. 2010. Beyond accuracy: evaluating recommender systems by coverage and serendipity. In 4th Conference on Recommender Systems. 257--260.
[8]
Guillaume Gravier, Martin Ragot, Laurent Amsaleg, Rémi Bois, Grégoire Jadi, Éric Jamet, Laura Monceaux, and Pascale Sébillot. 2016. Shaping-up multimedia analytics: Needs and expectations of media professionals. In 22nd MMM Conference, Perspectives on Multimedia Analytics. 303--314.
[9]
Camille Guinaudeau, Guillaume Gravier, and Pascale Sébillot. 2012. Enhancing lexical cohesion measure with confidence measures, semantic relations and language model interpolation for multimedia spoken content topic segmentation. Computer Speech and Language 26, 2 (2012), 90--104.
[10]
Ichiro Ide, Hiroshi Mo, Norio Katayama, and Shinâichi Satoh. 2004. Topic threading for structuring a large-scale news video archive. In International Conference on Image and Video Retrieval. 123--131.
[11]
Hans-Peter Kriegel, Peer Kröger, Jörg Sander, and Arthur Zimek. 2011. Density- based clustering. Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery 1, 3 (2011), 231--240.
[12]
G. Krishnalal, S. Babu Rengarajan, and K.G. Srinivasagan. 2010. A new text mining approach based on HMM-SVM for web news classification. International Journal of Computer Applications 1, 19 (2010), 98--104.
[13]
Hyowon Lee, Alan F. Smeaton, Colin O'Toole, Noel Murphy, Seán Marlow, and Noel E. O'Connor. 2000. The Físchlár digital video recording, analysis, and brows- ing system. In International Conference on Content-based Multimedia Information Access. 1390--1399.
[14]
Tomas Mikolov, Ilya Sutskever, Kai Chen, Greg S. Corrado, and Jeff Dean. 2013. Distributed representations of words and phrases and their compositionality. In Advances in Neural Information Processing Systems. 3111--3119.
[15]
Philippe Muller and Xavier Tannier. 2004. Annotating and measuring temporal relations in texts. In 20th International Conference on Computational Linguistics. 50--56.
[16]
Dragomir R Radev, Sasha Blair-Goldensohn, Zhu Zhang, and Revathi Sundara Raghavan. 2001. Newsinessence: A system for domain-independent, real-time news clustering and multi-document summarization. In 1st International Conference on Human Language Technology Research. 1--4.
[17]
Miloš Radovanović, Alexandros Nanopoulos, and Mirjana Ivanović. 2010. Hubs in space: Popular nearest neighbors in high-dimensional data. Journal of Machine Learning Research 11, Sep (2010), 2487--2531.
[18]
Klaus Seyerlehner, Peter Knees, Dominik Schnitzer, and Gerhard Widmer. 2009. Browsing music recommendation networks. In 10th International Society for Music Information Retrieval Conf. 129--134.
[19]
Dafna Shahaf and Carlos Guestrin. 2010. Connecting the dots between news articles. In 16th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. 623--632.
[20]
Amanda Sturgill, Ryan Pierce, and Yiliu Wang. 2010. Online news websites: How much content do young adults want. Journal of Magazine & New Media Research 11, 2 (2010), 1--18.
[21]
Russell Swan and James Allan. 2000. Automatic generation of overview timelines. In 23rd Annual International ACM SIGIR Conference on Research and Development in Information Retrieval. 49--56

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cover image ACM Conferences
ICMR '17: Proceedings of the 2017 ACM on International Conference on Multimedia Retrieval
June 2017
524 pages
ISBN:9781450347013
DOI:10.1145/3078971
  • General Chairs:
  • Bogdan Ionescu,
  • Nicu Sebe,
  • Program Chairs:
  • Jiashi Feng,
  • Martha Larson,
  • Rainer Lienhart,
  • Cees Snoek
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 the author(s) 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

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Publication History

Published: 06 June 2017

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Author Tags

  1. hyperlinking
  2. news graph
  3. user evaluation

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ICMR '17 Paper Acceptance Rate 33 of 95 submissions, 35%;
Overall Acceptance Rate 254 of 830 submissions, 31%

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