| Vol-2172 urn:nbn:de:0074-2172-7 Copyright © 2018 for the individual papers by the papers' authors. Copying permitted for private and academic purposes. This volume is published and copyrighted by its editors.

# TASS 2018
Workshop on Semantic Analysis at SEPLN

### Proceedings of TASS 2018: Workshop on Semantic Analysis at SEPLN (TASS 2018)
co-located with 34nd SEPLN Conference (SEPLN 2018)

### Sevilla, Spain, September 18th, 2018.

Edited by

### Eugenio Martínez Cámara(1)
Yudivián Almeida-Cruz(3)
Manuel C. Díaz Galiano(2)
Suilan Estévez-Velarde(3)
Miguel Á. García Cumbreras(2)
Manuel García Vega(2)
Yoan Gutiérrez(4)
Arturo Montejo Ráez(2)
Andrés Montoyo(4)
Rafael Muñoz(4)
Alejandro Piad-Morffis(3)
Julio Villena Román(5)

(1)SCI2S Research Group, Universidad de Granada, Granada, Spain
(2)SINAI Research Group, Universidad de Jaén, Jaén, Spain
(3)Universidad de La Habana, La Habana, Cuba
(4)GPLSI Research Group, Universidad de Alicante, Alicante, Spain
(5)MeaningCloud, Madrid‬, Spain

## Table of Contents

- Preamble
- Committees
- Complete Proceedings

### Regular papers

- Overview of TASS 2018: Opinions, Health and Emotions 13-27
  Eugenio Martínez Cámara, Yudivián Almeida-Cruz, Manuel Carlos Díaz Galiano, Suilan Estévez-Velarde, Miguel Ángel García Cumbreras, Manuel García Vega, Yoan Gutiérrez, Arturo Montejo-Ráez, Andrés Montoyo, Rafael Muñoz, Alejandro Piad-Morffis, Julio Villena-Román
- Atalaya at TASS 2018: Sentiment Analysis with Tweet Embeddings and Data Augmentation 29-35
  Franco M. Luque, Juan Manuel Pérez
- ELiRF-UPV en TASS 2018: Análisis de Sentimientos en Twitter basado en Aprendizaje Profundo
  (ELiRF-UPV at TASS 2018: Sentiment Analysis in Twitter based on Deep Learning) 37-44
  José-Ángel González, Ferran Pla, Lluís-F. Hurtado
- INGEOTEC solution for Task 1 in TASS'18 competition 45-49
  Daniela Moctezuma, José Ortiz-Bejar, Eric S. Tellez, Sabino Miranda-Jiménez, Mario Graff
- Aplicación de un modelo híbrido de aprendizaje profundo para el Análisis de Sentimiento en Twitter
  (Application of a hybrid deep learning model for Sentiment Analysis in Twitter) 51-56
  Rosa Montañés, Rocío Aznar, Rafael del Hoyo
- RETUYT-InCo at TASS 2018: Sentiment Analysis in Spanish Variants using Neural Networks and SVM 57-63
  Luis Chiruzzo, Aiala Rosá
- A Hybrid Bi-LSTM-CRF model for Knowledge Recognition from eHealth documents 65-70
  Renzo M. Rivera Zavala, Paloma Martínez, Isabel Segura-Bedmar
- LABDA at TASS-2018 Task 3: Convolutional Neural Networks for Relation Classification in Spanish eHealth documents 71-76
  Víctor Suárez-Paniagua, Isabel Segura-Bedmar, Paloma Martínez
- SINAI en TASS 2018 Task 3. Clasificando acciones y conceptos con UMLS en MedLine
  (SINAI in TASS 2018 Task 3. Classifying actions and concepts with UMLS on MedLine) 77-82
  Pilar López-Úbeda, Manuel C. Díaz-Galiano, María Teresa Martín-Valdivia, L. Alfonso Ureña-López
- Clasificación conjunta de frases clave y sus relaciones en documentos electrónicos de salud en español
  (Joint classification of Key-Phrases and Relations in Electronic Health Documents) 83-88
  Salvador Medina, Jordi Turmo
- TASS2018: Medical knowledge discovery by combining terminology extraction techniques with machine learning classification 89-95
  Jorge Vivaldi Palatresi, Horacio Rodríguez Hontoria
- MeaningCloud at TASS 2018: News Headlines Categorization for Brand Safety Assessment 97-102
  Javier Herrera-Planells, Julio Villena-Román
- ELiRF-UPV en TASS 2018: Categorización Emocional de Noticias
  (ELiRF-UPV at TASS 2018: Emotional Categorization of News Articles) 103-109
  José-Ángel González, Ferran Pla, Lluís-F. Hurtado
- INGEOTEC solution for Task 4 in TASS’18 competition 111-115
  Daniela Moctezuma, José Ortiz-Bejar, Eric S. Tellez, Sabino Miranda-Jiménez, Mario Graff
- SCI2S at TASS 2018: Emotion Classification with Recurrent Neural Networks 117-123
  Nuria Rodríguez Barroso, Eugenio Martínez-Cámara, Francisco Herrera
- SINAI en TASS 2018: Inserción de Conocimiento Emocional Externo a un Clasificador Lineal de Emociones
  (SINAI at TASS 2018: Lineal Classification System with Emotional External Knowledge) 125-130
  Flor Miriam-Plaza-del-Arco, Eugenio Martínez-Cámara, M. Teresa Martín-Valdivia, L. Alfonso Ureña-López

2018-09-14: submitted by Eugenio Martínez Cámara, metadata incl. bibliographic data published under Creative Commons CC0
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