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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...
Autores principales: | , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2018
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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. |
format | Online Article Text |
id | pubmed-7805659 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
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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