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A Multimodal Analytics Platform for Journalists Analyzing Large-Scale, Heterogeneous Multilingual, and Multimedia Content

Analysts and journalists face the problem of having to deal with very large, heterogeneous, and multilingual data volumes that need to be analyzed, understood, and aggregated. Automated and simplified editorial and authoring process could significantly reduce time, labor, and costs. Therefore, there...

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Autores principales: Vrochidis, Stefanos, Moumtzidou, Anastasia, Gialampoukidis, Ilias, Liparas, Dimitris, Casamayor, Gerard, Wanner, Leo, Heise, Nicolaus, Wagner, Tilman, Bilous, Andriy, Jamin, Emmanuel, Simeonov, Boyan, Alexiev, Vladimir, Busch, Reinhard, Arapakis, Ioannis, Kompatsiaris, Ioannis
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7805659/
https://www.ncbi.nlm.nih.gov/pubmed/33501002
http://dx.doi.org/10.3389/frobt.2018.00123
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author Vrochidis, Stefanos
Moumtzidou, Anastasia
Gialampoukidis, Ilias
Liparas, Dimitris
Casamayor, Gerard
Wanner, Leo
Heise, Nicolaus
Wagner, Tilman
Bilous, Andriy
Jamin, Emmanuel
Simeonov, Boyan
Alexiev, Vladimir
Busch, Reinhard
Arapakis, Ioannis
Kompatsiaris, Ioannis
author_facet Vrochidis, Stefanos
Moumtzidou, Anastasia
Gialampoukidis, Ilias
Liparas, Dimitris
Casamayor, Gerard
Wanner, Leo
Heise, Nicolaus
Wagner, Tilman
Bilous, Andriy
Jamin, Emmanuel
Simeonov, Boyan
Alexiev, Vladimir
Busch, Reinhard
Arapakis, Ioannis
Kompatsiaris, Ioannis
author_sort Vrochidis, Stefanos
collection PubMed
description Analysts and journalists face the problem of having to deal with very large, heterogeneous, and multilingual data volumes that need to be analyzed, understood, and aggregated. Automated and simplified editorial and authoring process could significantly reduce time, labor, and costs. Therefore, there is a need for unified access to multilingual and multicultural news story material, beyond the level of a nation, ensuring context-aware, spatiotemporal, and semantic interpretation, correlating also and summarizing the interpreted material into a coherent gist. In this paper, we present a platform integrating multimodal analytics techniques, which are able to support journalists in handling large streams of real-time and diverse information. Specifically, the platform automatically crawls and indexes multilingual and multimedia information from heterogeneous resources. Textual information is automatically summarized and can be translated (on demand) into the language of the journalist. High-level information is extracted from both textual and multimedia content for fast inspection using concept clouds. The textual and multimedia content is semantically integrated and indexed using a common representation, to be accessible through a web-based search engine. The evaluation of the proposed platform was performed by several groups of journalists revealing satisfaction from the user side.
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spelling pubmed-78056592021-01-25 A Multimodal Analytics Platform for Journalists Analyzing Large-Scale, Heterogeneous Multilingual, and Multimedia Content Vrochidis, Stefanos Moumtzidou, Anastasia Gialampoukidis, Ilias Liparas, Dimitris Casamayor, Gerard Wanner, Leo Heise, Nicolaus Wagner, Tilman Bilous, Andriy Jamin, Emmanuel Simeonov, Boyan Alexiev, Vladimir Busch, Reinhard Arapakis, Ioannis Kompatsiaris, Ioannis Front Robot AI Robotics and AI Analysts and journalists face the problem of having to deal with very large, heterogeneous, and multilingual data volumes that need to be analyzed, understood, and aggregated. Automated and simplified editorial and authoring process could significantly reduce time, labor, and costs. Therefore, there is a need for unified access to multilingual and multicultural news story material, beyond the level of a nation, ensuring context-aware, spatiotemporal, and semantic interpretation, correlating also and summarizing the interpreted material into a coherent gist. In this paper, we present a platform integrating multimodal analytics techniques, which are able to support journalists in handling large streams of real-time and diverse information. Specifically, the platform automatically crawls and indexes multilingual and multimedia information from heterogeneous resources. Textual information is automatically summarized and can be translated (on demand) into the language of the journalist. High-level information is extracted from both textual and multimedia content for fast inspection using concept clouds. The textual and multimedia content is semantically integrated and indexed using a common representation, to be accessible through a web-based search engine. The evaluation of the proposed platform was performed by several groups of journalists revealing satisfaction from the user side. Frontiers Media S.A. 2018-10-29 /pmc/articles/PMC7805659/ /pubmed/33501002 http://dx.doi.org/10.3389/frobt.2018.00123 Text en Copyright © 2018 Vrochidis, Moumtzidou, Gialampoukidis, Liparas, Casamayor, Wanner, Heise, Wagner, Bilous, Jamin, Simeonov, Alexiev, Busch, Arapakis and Kompatsiaris. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Robotics and AI
Vrochidis, Stefanos
Moumtzidou, Anastasia
Gialampoukidis, Ilias
Liparas, Dimitris
Casamayor, Gerard
Wanner, Leo
Heise, Nicolaus
Wagner, Tilman
Bilous, Andriy
Jamin, Emmanuel
Simeonov, Boyan
Alexiev, Vladimir
Busch, Reinhard
Arapakis, Ioannis
Kompatsiaris, Ioannis
A Multimodal Analytics Platform for Journalists Analyzing Large-Scale, Heterogeneous Multilingual, and Multimedia Content
title A Multimodal Analytics Platform for Journalists Analyzing Large-Scale, Heterogeneous Multilingual, and Multimedia Content
title_full A Multimodal Analytics Platform for Journalists Analyzing Large-Scale, Heterogeneous Multilingual, and Multimedia Content
title_fullStr A Multimodal Analytics Platform for Journalists Analyzing Large-Scale, Heterogeneous Multilingual, and Multimedia Content
title_full_unstemmed A Multimodal Analytics Platform for Journalists Analyzing Large-Scale, Heterogeneous Multilingual, and Multimedia Content
title_short A Multimodal Analytics Platform for Journalists Analyzing Large-Scale, Heterogeneous Multilingual, and Multimedia Content
title_sort multimodal analytics platform for journalists analyzing large-scale, heterogeneous multilingual, and multimedia content
topic Robotics and AI
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7805659/
https://www.ncbi.nlm.nih.gov/pubmed/33501002
http://dx.doi.org/10.3389/frobt.2018.00123
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