Rodrigo Martínez-Castaño

Mr. Rodrigo Martínez-Castaño

Centro Singular de Investigación en Tecnoloxías Intelixentes (CiTIUS), Universidade de Santiago de Compostela
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Research Focus & Metrics

Academic Career Length

9Years (2018-Present)

(Calculated once Scilit publication data is synced: current year − year of first publication + 1)

Representative Publications

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Rodrigo Martínez-CastañoRodrigo Martínez-Castaño
Rodrigo Martínez-Castaño
Juan Carlos PichelJuan Carlos Pichel
Juan Carlos Pichel
David LosadaDavid Losada
David Losada
In this paper we propose a scalable platform for real-time processing of Social Media data. The platform ingests huge amounts of contents, such as Social Media posts or comments, and can support Public Health surveillance tasks. The processing and analytical needs of multiple screening tasks can easily be handled by incorporating user-defined execution graphs. The design is modular and supports different processing elements, such as crawlers to extract relevant contents or classifiers to categorise Social Media. We describe here an implementation of a use case built on the platform that monitors Social Media users and detects early signs of depression.

1 October 2018
Verified
Conference Paper
Closed access
PGPablo Gamallo
Pablo Gamallo
MGMarcos Garcia
Marcos Garcia
CPCesar Pineiro
Cesar Pineiro
Rodrigo Martínez-CastañoRodrigo Martínez-Castaño
Rodrigo Martínez-Castaño
JPJuan C. Pichel
Juan C. Pichel
This paper presents LinguaKit, a multilingual suite of tools for analysis, extraction, annotation and linguistic correction, as well as its integration into a Big Data infrastructure. LinguaKit allows the user to perform different tasks such as PoS-tagging, syntactic parsing, coreference resolution (among others), including applications for relation extraction, sentiment analysis, summarization, extraction of multiword expressions, or entity linking to DBpedia. Most modules work in four languages: Portuguese, Spanish, English, and Galician. The system is programmed in Perl and is freely available under a GPLv3 license.

14 September 2021
Verified
Book Chapter
Closed access
PDF file
Rodrigo Martínez-CastañoRodrigo Martínez-Castaño
Rodrigo Martínez-Castaño
AHAmal Htait
Amal Htait
LALeif Azzopardi
Leif Azzopardi
YMYashar Moshfeghi
Yashar Moshfeghi

27 September 2021 in Social Sciences
Verified
Journal Article
Open access
PDF file
BOBerta García Orosa
Berta García Orosa
Pablo GamalloPablo Gamallo
Pablo Gamallo
Patricia Martin-RodillaPatricia Martin-Rodilla
Patricia Martin-Rodilla
Rodrigo Martínez-CastañoRodrigo Martínez-Castaño
Rodrigo Martínez-Castaño
Political bots, through astroturfing and other strategies, have become important players in recent elections in several countries. This study aims to provide researchers and the citizenry with the necessary knowledge to design strategies to identify bots and counteract what international organizations have deemed bots’ harmful effects on democracy and, simultaneously, improve automatic detection of them. This study is based on two innovative methodological approaches: (1) dealing with bots using hybrid intelligence (HI), a multidisciplinary perspective that combines artificial intelligence (AI), natural language processing, political science, and communication science, and (2) applying framing theory to political bots. This paper contributes to the literature in the field by (a) applying framing to the analysis of political bots, (b) defining characteristics to identify signs of automation in Spanish, (c) building a Spanish-language bot database, (d) developing a specific classifier for Spanish-language accounts, (e) using HI to detect bots, and (f) developing tools that enable the everyday citizen to identify political bots through framing.

15 September 2022
Verified
Book Chapter
Closed access
PDF file
Rodrigo Martínez-CastañoRodrigo Martínez-Castaño
Rodrigo Martínez-Castaño
AHAmal Htait
Amal Htait
LALeif Azzopardi
Leif Azzopardi
YMYashar Moshfeghi
Yashar Moshfeghi

1 April 2020 in Future Generation Computer Systems
Verified
Journal Article
Closed access
CPCésar Piñeiro
César Piñeiro
Rodrigo Martínez-CastañoRodrigo Martínez-Castaño
Rodrigo Martínez-Castaño
Juan Carlos PichelJuan Carlos Pichel
Juan Carlos Pichel